

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 					_UpperCAmelCase       (  _SCREAMING_SNAKE_CASE					:		str=None ,   _SCREAMING_SNAKE_CASE					:		Optional[int]=None       ):





    """simple docstring"""


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



@dataclass
class       __snake_case  :
  __lowerCAmelCase     :	int						 =  42
  __lowerCAmelCase     :	str						 =  42
  __lowerCAmelCase     :	List[Any]						 =  42
  __lowerCAmelCase     :	Tuple						 =  42






@dataclass
class       __snake_case  :
  __lowerCAmelCase     :	Dict						 =  42
  __lowerCAmelCase     :	Any						 =  field(default='toto'     , metadata={'help': 'help message'}       )






@dataclass
class       __snake_case  :
  __lowerCAmelCase     :	Tuple						 =  False
  __lowerCAmelCase     :	List[Any]						 =  True
  __lowerCAmelCase     :	int						 =  None






class       __snake_case  (    UpperCamelCase_       ):
  __lowerCAmelCase     :	Dict						 =  'titi'
  __lowerCAmelCase     :	Union[str, Any]						 =  'toto'






class       __snake_case  (    UpperCamelCase_       ):
  __lowerCAmelCase     :	Dict						 =  'titi'
  __lowerCAmelCase     :	Any						 =  'toto'
  __lowerCAmelCase     :	str						 =  42






@dataclass
class       __snake_case  :
  __lowerCAmelCase     :	int						 =  'toto'

  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						BasicEnum(self.foo)






@dataclass
class       __snake_case  :
  __lowerCAmelCase     :	Dict						 =  'toto'

  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						MixedTypeEnum(self.foo)






@dataclass
class       __snake_case  :
  __lowerCAmelCase     :	Union[str, Any]						 =  None
  __lowerCAmelCase     :	Union[str, Any]						 =  field(default=UpperCamelCase_     , metadata={'help': 'help message'}       )
  __lowerCAmelCase     :	Dict						 =  None
  __lowerCAmelCase     :	int						 =  list_field(default=[]       )
  __lowerCAmelCase     :	Union[str, Any]						 =  list_field(default=[]       )






@dataclass
class       __snake_case  :
  __lowerCAmelCase     :	Dict						 =  list_field(default=[]       )
  __lowerCAmelCase     :	List[str]						 =  list_field(default=[1, 2, 3]       )
  __lowerCAmelCase     :	Union[str, Any]						 =  list_field(default=['Hallo', 'Bonjour', 'Hello']       )
  __lowerCAmelCase     :	List[Any]						 =  list_field(default=[0.1, 0.2, 0.3]       )






@dataclass
class       __snake_case  :
  __lowerCAmelCase     :	List[str]						 =  field()
  __lowerCAmelCase     :	int						 =  field()
  __lowerCAmelCase     :	Optional[int]						 =  field()

  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						BasicEnum(self.required_enum)






@dataclass
class       __snake_case  :
  __lowerCAmelCase     :	int						 =  42
  __lowerCAmelCase     :	Optional[int]						 =  field()
  __lowerCAmelCase     :	str						 =  None
  __lowerCAmelCase     :	Optional[int]						 =  field(default='toto'     , metadata={'help': 'help message'}       )
  __lowerCAmelCase     :	List[Any]						 =  list_field(default=['Hallo', 'Bonjour', 'Hello']       )


if is_python_no_less_than_3_10:



       @dataclass
       class       __snake_case  :
         __lowerCAmelCase     :	int						 =  False
         __lowerCAmelCase     :	str						 =  True
         __lowerCAmelCase     :	str						 =  None






       @dataclass
       class       __snake_case  :
         __lowerCAmelCase     :	Optional[Any]						 =  None
         __lowerCAmelCase     :	int						 =  field(default=UpperCamelCase_     , metadata={'help': 'help message'}       )
         __lowerCAmelCase     :	Any						 =  None
         __lowerCAmelCase     :	Optional[Any]						 =  list_field(default=[]       )
         __lowerCAmelCase     :	str						 =  list_field(default=[]       )





class       __snake_case  (    unittest.TestCase       ):

  def 						lowerCAmelCase__     (					self						,		_A						,		_A):
      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(UpperCamelCase__).items() if k != '''container'''}
          SCREAMING_SNAKE_CASE_									=						{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 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

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

  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

      SCREAMING_SNAKE_CASE_									=						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 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						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_									=						[WithDefaultBoolExample]
      if is_python_no_less_than_3_10:
          dataclass_types.append(UpperCamelCase__)

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

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

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

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

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

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

  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

      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(UpperCamelCase__						,		UpperCamelCase__)

      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 						lowerCAmelCase__     (					self):



      @dataclass
      class       __snake_case  :
        __lowerCAmelCase     :	str						 =  'toto'






      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

      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(UpperCamelCase__						,		UpperCamelCase__)

      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 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

      SCREAMING_SNAKE_CASE_									=						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_									=						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_									=						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 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						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_									=						[OptionalExample]
      if is_python_no_less_than_3_10:
          dataclass_types.append(UpperCamelCase__)

      for dataclass_type in dataclass_types:
          SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

          self.argparsersEqual(UpperCamelCase__						,		UpperCamelCase__)

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

  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

      SCREAMING_SNAKE_CASE_									=						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 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

      SCREAMING_SNAKE_CASE_									=						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 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

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

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

  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

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

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

  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

      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(UpperCamelCase__						,		'temp_json')
          os.mkdir(UpperCamelCase__)
          with open(temp_local_path + '.json'						,		'w+') as f:
              json.dump(UpperCamelCase__						,		UpperCamelCase__)
          SCREAMING_SNAKE_CASE_									=						parser.parse_yaml_file(Path(temp_local_path + '.json'))[0]

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

  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)

      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(UpperCamelCase__						,		'temp_yaml')
          os.mkdir(UpperCamelCase__)
          with open(temp_local_path + '.yaml'						,		'w+') as f:
              yaml.dump(UpperCamelCase__						,		UpperCamelCase__)
          SCREAMING_SNAKE_CASE_									=						parser.parse_yaml_file(Path(temp_local_path + '.yaml'))[0]
      SCREAMING_SNAKE_CASE_									=						BasicExample(**UpperCamelCase__)
      self.assertEqual(UpperCamelCase__						,		UpperCamelCase__)


  def 						lowerCAmelCase__     (					self):
      SCREAMING_SNAKE_CASE_									=						HfArgumentParser(UpperCamelCase__)
      self.assertIsNotNone(UpperCamelCase__)








def 					_UpperCAmelCase       (  _SCREAMING_SNAKE_CASE					:		list ,   _SCREAMING_SNAKE_CASE					:		list ,   _SCREAMING_SNAKE_CASE					:		int ,   _SCREAMING_SNAKE_CASE					:		int ,   _SCREAMING_SNAKE_CASE					:		int       ):





    """simple docstring"""


    if index == number_of_items:
        return 0
    SCREAMING_SNAKE_CASE_									=						0
    SCREAMING_SNAKE_CASE_									=						0
    SCREAMING_SNAKE_CASE_									=						knapsack(_SCREAMING_SNAKE_CASE ,   _SCREAMING_SNAKE_CASE ,   _SCREAMING_SNAKE_CASE ,   _SCREAMING_SNAKE_CASE ,   index + 1       )
    if weights[index] <= max_weight:
        SCREAMING_SNAKE_CASE_									=						values[index] + knapsack(
            _SCREAMING_SNAKE_CASE ,   _SCREAMING_SNAKE_CASE ,   _SCREAMING_SNAKE_CASE ,   max_weight - weights[index] ,   index + 1       )
    return max(_SCREAMING_SNAKE_CASE ,   _SCREAMING_SNAKE_CASE       )


if __name__ == "__main__":
       import doctest

       doctest.testmod()


