
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__       =sys.version_info >= (3, 10)




def    __UpperCamelCase     (				lowerCAmelCase__							:				int=None  ,   lowerCAmelCase__							:				str=None  ):
 return field(default_factory=lambda: default  ,   metadata=lowerCAmelCase__  )



@dataclass
class 		UpperCamelCase__  :
   _SCREAMING_SNAKE_CASE      :							int
   _SCREAMING_SNAKE_CASE      :							float
   _SCREAMING_SNAKE_CASE      :							str
   _SCREAMING_SNAKE_CASE      :							bool





@dataclass
class 		UpperCamelCase__  :
   _SCREAMING_SNAKE_CASE      :							int	       =      42
   _SCREAMING_SNAKE_CASE      :							str	       =      field(default="toto"    ,metadata={"help": "help message"}    )





@dataclass
class 		UpperCamelCase__  :
   _SCREAMING_SNAKE_CASE      :							bool	       =      False
   _SCREAMING_SNAKE_CASE      :							bool	       =      True
   _SCREAMING_SNAKE_CASE      :							Optional[bool]	       =      None





class 		UpperCamelCase__  (       __lowercase    ):
   _SCREAMING_SNAKE_CASE      :							Optional[int]	       =      "titi"
   _SCREAMING_SNAKE_CASE      :							str	       =      "toto"





class 		UpperCamelCase__  (       __lowercase    ):
   _SCREAMING_SNAKE_CASE      :							Dict	       =      "titi"
   _SCREAMING_SNAKE_CASE      :							str	       =      "toto"
   _SCREAMING_SNAKE_CASE      :							Dict	       =      42





@dataclass
class 		UpperCamelCase__  :
   _SCREAMING_SNAKE_CASE      :							BasicEnum	       =      "toto"
   def       lowerCAmelCase			(self :					Any   ):
    __a :  int						=  BasicEnum(self.foo   )





@dataclass
class 		UpperCamelCase__  :
   _SCREAMING_SNAKE_CASE      :							MixedTypeEnum	       =      "toto"
   def       lowerCAmelCase			(self :					int   ):
    __a :  Optional[Any]						=  MixedTypeEnum(self.foo   )





@dataclass
class 		UpperCamelCase__  :
   _SCREAMING_SNAKE_CASE      :							Optional[int]	       =      None
   _SCREAMING_SNAKE_CASE      :							Optional[float]	       =      field(default=__lowercase    ,metadata={"help": "help message"}    )
   _SCREAMING_SNAKE_CASE      :							Optional[str]	       =      None
   _SCREAMING_SNAKE_CASE      :							Optional[List[str]]	       =      list_field(default=[]    )
   _SCREAMING_SNAKE_CASE      :							Optional[List[int]]	       =      list_field(default=[]    )





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





@dataclass
class 		UpperCamelCase__  :
   _SCREAMING_SNAKE_CASE      :							List[int]	       =      field()
   _SCREAMING_SNAKE_CASE      :							str	       =      field()
   _SCREAMING_SNAKE_CASE      :							BasicEnum	       =      field()
   def       lowerCAmelCase			(self :					Optional[Any]   ):
    __a :  Tuple						=  BasicEnum(self.required_enum   )





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


if is_python_no_less_than_3_10:



      @dataclass
      class 		UpperCamelCase__  :
         _SCREAMING_SNAKE_CASE      :							bool	       =      False
         _SCREAMING_SNAKE_CASE      :							bool	       =      True
         _SCREAMING_SNAKE_CASE      :							bool | None	       =      None





      @dataclass
      class 		UpperCamelCase__  :
         _SCREAMING_SNAKE_CASE      :							int | None	       =      None
         _SCREAMING_SNAKE_CASE      :							float | None	       =      field(default=__lowercase    ,metadata={"help": "help message"}    )
         _SCREAMING_SNAKE_CASE      :							str | None	       =      None
         _SCREAMING_SNAKE_CASE      :							list[str] | None	       =      list_field(default=[]    )
         _SCREAMING_SNAKE_CASE      :							list[int] | None	       =      list_field(default=[]    )



class 		UpperCamelCase__  (       unittest.TestCase    ):
   def       lowerCAmelCase			(self :					List[str]					,				snake_case_ :					argparse.ArgumentParser					,				snake_case_ :					argparse.ArgumentParser   ):
    self.assertEqual(len(a._actions   )					,				len(b._actions   )   )
    for x, y in zip(a._actions					,				b._actions   ):
     __a :  int						=  {k: v for k, v in vars(snake_case_   ).items() if k != '''container'''}
     __a :  str						=  {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       lowerCAmelCase			(self :					Tuple   ):
    __a :  Union[str, Any]						=  HfArgumentParser(snake_case_   )

    __a :  str						=  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_   )

    __a :  Optional[Any]						=  ['''--foo''', '''1''', '''--baz''', '''quux''', '''--bar''', '''0.5''']
    ((__a)				,       ) :  str						=  parser.parse_args_into_dataclasses(snake_case_					,				look_for_args_file=snake_case_   )
    self.assertFalse(example.flag   )
   def       lowerCAmelCase			(self :					Optional[int]   ):
    __a :  Optional[int]						=  HfArgumentParser(snake_case_   )

    __a :  Dict						=  argparse.ArgumentParser()
    expected.add_argument('''--foo'''					,				default=4_2					,				type=snake_case_   )
    expected.add_argument('''--baz'''					,				default='''toto'''					,				type=snake_case_					,				help='''help message'''   )
    self.argparsersEqual(snake_case_					,				snake_case_   )
   def       lowerCAmelCase			(self :					List[str]   ):
    __a :  int						=  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_   )

    __a :  int						=  [WithDefaultBoolExample]
    if is_python_no_less_than_3_10:
     dataclass_types.append(snake_case_   )

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

     __a :  Tuple						=  parser.parse_args([]   )
     self.assertEqual(snake_case_					,				Namespace(foo=snake_case_					,				baz=snake_case_					,				opt=snake_case_   )   )

     __a :  List[str]						=  parser.parse_args(['''--foo''', '''--no_baz''']   )
     self.assertEqual(snake_case_					,				Namespace(foo=snake_case_					,				baz=snake_case_					,				opt=snake_case_   )   )

     __a :  str						=  parser.parse_args(['''--foo''', '''--baz''']   )
     self.assertEqual(snake_case_					,				Namespace(foo=snake_case_					,				baz=snake_case_					,				opt=snake_case_   )   )

     __a :  Dict						=  parser.parse_args(['''--foo''', '''True''', '''--baz''', '''True''', '''--opt''', '''True''']   )
     self.assertEqual(snake_case_					,				Namespace(foo=snake_case_					,				baz=snake_case_					,				opt=snake_case_   )   )

     __a :  Optional[int]						=  parser.parse_args(['''--foo''', '''False''', '''--baz''', '''False''', '''--opt''', '''False''']   )
     self.assertEqual(snake_case_					,				Namespace(foo=snake_case_					,				baz=snake_case_					,				opt=snake_case_   )   )
   def       lowerCAmelCase			(self :					Optional[int]   ):
    __a :  Union[str, Any]						=  HfArgumentParser(snake_case_   )

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

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

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

    __a :  Tuple						=  parser.parse_args(['''--foo''', '''42''']   )
    self.assertEqual(args.foo					,				4_2   )
    __a :  Optional[Any]						=  parser.parse_args_into_dataclasses(['''--foo''', '''42''']   )[0]
    self.assertEqual(enum_ex.foo					,				MixedTypeEnum.fourtytwo   )
   def       lowerCAmelCase			(self :					Optional[int]   ):



    @dataclass
    class 		UpperCamelCase__  :
       _SCREAMING_SNAKE_CASE      :							Literal["titi", "toto", 42]	       =      "toto"





    __a :  int						=  HfArgumentParser(snake_case_   )

    __a :  List[str]						=  argparse.ArgumentParser()
    expected.add_argument(
        '''--foo'''					,				default='''toto'''					,				choices=('''titi''', '''toto''', 4_2)					,				type=make_choice_type_function(['''titi''', '''toto''', 4_2]   )					,				)
    self.argparsersEqual(snake_case_					,				snake_case_   )

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

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

    __a :  Tuple						=  parser.parse_args(['''--foo''', '''42''']   )
    self.assertEqual(args.foo					,				4_2   )
   def       lowerCAmelCase			(self :					Dict   ):
    __a :  List[Any]						=  HfArgumentParser(snake_case_   )

    __a :  Tuple						=  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_   )

    __a :  str						=  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]   )					,				)

    __a :  int						=  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       lowerCAmelCase			(self :					Dict   ):
    __a :  Dict						=  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_   )

    __a :  Optional[Any]						=  [OptionalExample]
    if is_python_no_less_than_3_10:
     dataclass_types.append(snake_case_   )

    for dataclass_type in dataclass_types:
     __a :  List[Any]						=  HfArgumentParser(snake_case_   )

     self.argparsersEqual(snake_case_					,				snake_case_   )

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

     __a :  List[str]						=  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=1_2					,				bar=3.14					,				baz='''42'''					,				ces=['''a''', '''b''', '''c''']					,				des=[1, 2, 3]   )   )
   def       lowerCAmelCase			(self :					int   ):
    __a :  str						=  HfArgumentParser(snake_case_   )

    __a :  Union[str, Any]						=  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       lowerCAmelCase			(self :					Dict   ):
    __a :  Tuple						=  HfArgumentParser(snake_case_   )

    __a :  Optional[Any]						=  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       lowerCAmelCase			(self :					Dict   ):
    __a :  int						=  HfArgumentParser(snake_case_   )

    __a :  Optional[int]						=  {
        '''foo''': 1_2,
        '''bar''': 3.14,
        '''baz''': '''42''',
        '''flag''': True,
    }

    __a :  Any						=  parser.parse_dict(snake_case_   )[0]
    __a :  Tuple						=  BasicExample(**snake_case_   )
    self.assertEqual(snake_case_					,				snake_case_   )
   def       lowerCAmelCase			(self :					int   ):
    __a :  Tuple						=  HfArgumentParser(snake_case_   )

    __a :  Optional[int]						=  {
        '''foo''': 1_2,
        '''bar''': 3.14,
        '''baz''': '''42''',
        '''flag''': True,
        '''extra''': 4_2,
    }

    self.assertRaises(snake_case_					,				parser.parse_dict					,				snake_case_					,				allow_extra_keys=snake_case_   )
   def       lowerCAmelCase			(self :					List[Any]   ):
    __a :  Union[str, Any]						=  HfArgumentParser(snake_case_   )

    __a :  Any						=  {
        '''foo''': 1_2,
        '''bar''': 3.14,
        '''baz''': '''42''',
        '''flag''': True,
    }
    with tempfile.TemporaryDirectory() as tmp_dir:
     __a :  Tuple						=  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_   )
     __a :  Dict						=  parser.parse_yaml_file(Path(temp_local_path + '''.json'''   )   )[0]

    __a :  List[Any]						=  BasicExample(**snake_case_   )
    self.assertEqual(snake_case_					,				snake_case_   )
   def       lowerCAmelCase			(self :					int   ):
    __a :  Any						=  HfArgumentParser(snake_case_   )

    __a :  Optional[int]						=  {
        '''foo''': 1_2,
        '''bar''': 3.14,
        '''baz''': '''42''',
        '''flag''': True,
    }
    with tempfile.TemporaryDirectory() as tmp_dir:
     __a :  Dict						=  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_   )
     __a :  Optional[Any]						=  parser.parse_yaml_file(Path(temp_local_path + '''.yaml'''   )   )[0]
    __a :  Optional[int]						=  BasicExample(**snake_case_   )
    self.assertEqual(snake_case_					,				snake_case_   )







   def       lowerCAmelCase			(self :					List[Any]   ):
    __a :  Optional[int]						=  HfArgumentParser(snake_case_   )
    self.assertIsNotNone(snake_case_   )


from __future__ import annotations




def    __UpperCamelCase     (				lowerCAmelCase__							:				list[float]  ,   lowerCAmelCase__							:				list[float]  ):
 __a :  Dict						=  sorted(numsa + numsa  )
 __a				,       __a :  Optional[Any]						=  divmod(len(lowerCAmelCase__  )  ,   2  )
 if mod == 1:
  return all_numbers[div]
 else:
  return (all_numbers[div] + all_numbers[div - 1]) / 2


if __name__ == "__main__":
      import doctest

      doctest.testmod()
      lowercase__       =[float(x) for x in input('Enter the elements of first array: ').split()]
      lowercase__       =[float(x) for x in input('Enter the elements of second array: ').split()]
      print(F"""The median of two arrays is: {median_of_two_arrays(array_a, array_a)}""")
