
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
lowercase__	:List[str]										=					sys.version_info >= (3, 10)



def  UpperCamelCase					(							lowerCAmelCase__=None				,    lowerCAmelCase__=None	):
					'''simple docstring'''
					return field(default_factory=lambda: default				,    metadata=lowerCAmelCase__	)







@dataclass
class        lowercase	:
							lowercase_ : int
							lowercase_ : float
							lowercase_ : str
							lowercase_ : bool







@dataclass
class        lowercase	:
							lowercase_ : int       =42
							lowercase_ : str       =field(default='''toto''' ,						metadata={'''help''': '''help message'''}	)







@dataclass
class        lowercase	:
							lowercase_ : bool       =False
							lowercase_ : bool       =True
							lowercase_ : Optional[bool]       =None







class        lowercase	(      SCREAMING_SNAKE_CASE__	):
							lowercase_ : Union[str, Any]       ='''titi'''
							lowercase_ : Union[str, Any]       ='''toto'''







class        lowercase	(      SCREAMING_SNAKE_CASE__	):
							lowercase_ : str       ='''titi'''
							lowercase_ : int       ='''toto'''
							lowercase_ : Union[str, Any]       =42







@dataclass
class        lowercase	:
							lowercase_ : BasicEnum       ="toto"




							def 				A__   (       self):
												lowercase					=		BasicEnum(self.foo)







@dataclass
class        lowercase	:
							lowercase_ : MixedTypeEnum       ="toto"




							def 				A__   (       self):
												lowercase					=		MixedTypeEnum(self.foo)







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







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







@dataclass
class        lowercase	:
							lowercase_ : List[int]       =field()
							lowercase_ : str       =field()
							lowercase_ : BasicEnum       =field()




							def 				A__   (       self):
												lowercase					=		BasicEnum(self.required_enum)







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


if is_python_no_less_than_3_10:







							@dataclass
							class        lowercase	:
														lowercase_ : bool       =False
														lowercase_ : bool       =True
														lowercase_ : bool | None       =None







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







class        lowercase	(      unittest.TestCase	):




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

																	self.assertEqual(A__     ,A__)




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

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

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




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

												lowercase					=		argparse.ArgumentParser()
												expected.add_argument('''--foo'''     ,default=4_2     ,type=A__)
												expected.add_argument('''--baz'''     ,default='''toto'''     ,type=A__     ,help='''help message''')
												self.argparsersEqual(A__     ,A__)




							def 				A__   (       self):
												lowercase					=		argparse.ArgumentParser()
												expected.add_argument('''--foo'''     ,type=A__     ,default=A__     ,const=A__     ,nargs='''?''')
												expected.add_argument('''--baz'''     ,type=A__     ,default=A__     ,const=A__     ,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=A__     ,dest='''baz''')
												expected.add_argument('''--opt'''     ,type=A__     ,default=A__)

												lowercase					=		[WithDefaultBoolExample]
												if is_python_no_less_than_3_10:
																	dataclass_types.append(A__)

												for dataclass_type in dataclass_types:
																	lowercase					=		HfArgumentParser(A__)
																	self.argparsersEqual(A__     ,A__)

																	lowercase					=		parser.parse_args([])
																	self.assertEqual(A__     ,Namespace(foo=A__     ,baz=A__     ,opt=A__))

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

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

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

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




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

												lowercase					=		argparse.ArgumentParser()
												expected.add_argument(
												    '''--foo'''     ,default='''toto'''     ,choices=['''titi''', '''toto''', 4_2]     ,type=make_choice_type_function(['''titi''', '''toto''', 4_2])     ,)
												self.argparsersEqual(A__     ,A__)

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

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

												lowercase					=		parser.parse_args(['''--foo''', '''42'''])
												self.assertEqual(args.foo     ,4_2)
												lowercase					=		parser.parse_args_into_dataclasses(['''--foo''', '''42'''])[0]
												self.assertEqual(enum_ex.foo     ,MixedTypeEnum.fourtytwo)




							def 				A__   (       self):







												@dataclass
												class        lowercase	:
																			lowercase_ : Literal["titi", "toto", 42]       ="toto"


												lowercase					=		HfArgumentParser(A__)

												lowercase					=		argparse.ArgumentParser()
												expected.add_argument(
												    '''--foo'''     ,default='''toto'''     ,choices=('''titi''', '''toto''', 4_2)     ,type=make_choice_type_function(['''titi''', '''toto''', 4_2])     ,)
												self.argparsersEqual(A__     ,A__)

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

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

												lowercase					=		parser.parse_args(['''--foo''', '''42'''])
												self.assertEqual(args.foo     ,4_2)




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

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

												self.argparsersEqual(A__     ,A__)

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

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




							def 				A__   (       self):
												lowercase					=		argparse.ArgumentParser()
												expected.add_argument('''--foo'''     ,default=A__     ,type=A__)
												expected.add_argument('''--bar'''     ,default=A__     ,type=A__     ,help='''help message''')
												expected.add_argument('''--baz'''     ,default=A__     ,type=A__)
												expected.add_argument('''--ces'''     ,nargs='''+'''     ,default=[]     ,type=A__)
												expected.add_argument('''--des'''     ,nargs='''+'''     ,default=[]     ,type=A__)

												lowercase					=		[OptionalExample]
												if is_python_no_less_than_3_10:
																	dataclass_types.append(A__)

												for dataclass_type in dataclass_types:
																	lowercase					=		HfArgumentParser(A__)

																	self.argparsersEqual(A__     ,A__)

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

																	lowercase					=		parser.parse_args('''--foo 12 --bar 3.14 --baz 42 --ces a b c --des 1 2 3'''.split())
																	self.assertEqual(A__     ,Namespace(foo=1_2     ,bar=3.14     ,baz='''42'''     ,ces=['''a''', '''b''', '''c''']     ,des=[1, 2, 3]))




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

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




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

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




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

												lowercase					=		{
												    '''foo''': 1_2,
												    '''bar''': 3.14,
												    '''baz''': '''42''',
												    '''flag''': True,
												}

												lowercase					=		parser.parse_dict(A__)[0]
												lowercase					=		BasicExample(**A__)
												self.assertEqual(A__     ,A__)




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

												lowercase					=		{
												    '''foo''': 1_2,
												    '''bar''': 3.14,
												    '''baz''': '''42''',
												    '''flag''': True,
												    '''extra''': 4_2,
												}

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




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

												lowercase					=		{
												    '''foo''': 1_2,
												    '''bar''': 3.14,
												    '''baz''': '''42''',
												    '''flag''': True,
												}
												with tempfile.TemporaryDirectory() as tmp_dir:
																	lowercase					=		os.path.join(A__     ,'''temp_json''')
																	os.mkdir(A__)
																	with open(temp_local_path + '''.json'''     ,'''w+''') as f:
																						json.dump(A__     ,A__)
																	lowercase					=		parser.parse_yaml_file(Path(temp_local_path + '''.json'''))[0]

												lowercase					=		BasicExample(**A__)
												self.assertEqual(A__     ,A__)




							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)

												lowercase					=		{
												    '''foo''': 1_2,
												    '''bar''': 3.14,
												    '''baz''': '''42''',
												    '''flag''': True,
												}
												with tempfile.TemporaryDirectory() as tmp_dir:
																	lowercase					=		os.path.join(A__     ,'''temp_yaml''')
																	os.mkdir(A__)
																	with open(temp_local_path + '''.yaml'''     ,'''w+''') as f:
																						yaml.dump(A__     ,A__)
																	lowercase					=		parser.parse_yaml_file(Path(temp_local_path + '''.yaml'''))[0]
												lowercase					=		BasicExample(**A__)
												self.assertEqual(A__     ,A__)





							def 				A__   (       self):
												lowercase					=		HfArgumentParser(A__)
												self.assertIsNotNone(A__)






from numpy import exp, pi, sqrt



def  UpperCamelCase					(							lowerCAmelCase__				,    lowerCAmelCase__ = 0.0				,    lowerCAmelCase__ = 1.0	):
					'''simple docstring'''
					return 1 / sqrt(2 * pi * sigma**2	) * exp(-((x - mu) ** 2) / (2 * sigma**2)	)


if __name__ == "__main__":
							import doctest

							doctest.testmod()




