




"""simple docstring"""

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






def 		_snake_case	(   _snake_case				:   int=None							,    _snake_case				:   str=None				)       ->   Tuple:






      '''simple docstring'''


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





@dataclass
class 							lowercase_			:



 '''simple docstring'''
 UpperCAmelCase       :	int
 UpperCAmelCase       :	float
 UpperCAmelCase       :	str
 UpperCAmelCase       :	bool





@dataclass
class 							lowercase_			:



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





@dataclass
class 							lowercase_			:



 '''simple docstring'''
 UpperCAmelCase       :	bool     =      False
 UpperCAmelCase       :	bool     =      True
 UpperCAmelCase       :	Optional[bool]     =      None





class 							lowercase_			(	__lowerCAmelCase				):



 '''simple docstring'''
 UpperCAmelCase       :	Tuple     =      '''titi'''
 UpperCAmelCase       :	str     =      '''toto'''





class 							lowercase_			(	__lowerCAmelCase				):



 '''simple docstring'''
 UpperCAmelCase       :	Dict     =      '''titi'''
 UpperCAmelCase       :	Optional[int]     =      '''toto'''
 UpperCAmelCase       :	Union[str, Any]     =      42





@dataclass
class 							lowercase_			:



 '''simple docstring'''
 UpperCAmelCase       :	BasicEnum     =      "toto"

 def      lowerCAmelCase_				(					self			:			Any						):
       _A     =  BasicEnum(self.foo						)





@dataclass
class 							lowercase_			:



 '''simple docstring'''
 UpperCAmelCase       :	MixedTypeEnum     =      "toto"

 def      lowerCAmelCase_				(					self			:			List[str]						):
       _A     =  MixedTypeEnum(self.foo						)





@dataclass
class 							lowercase_			:



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





@dataclass
class 							lowercase_			:



 '''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 							lowercase_			:



 '''simple docstring'''
 UpperCAmelCase       :	List[int]     =      field()
 UpperCAmelCase       :	str     =      field()
 UpperCAmelCase       :	BasicEnum     =      field()

 def      lowerCAmelCase_				(					self			:			Union[str, Any]						):
       _A     =  BasicEnum(self.required_enum						)





@dataclass
class 							lowercase_			:



 '''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 							lowercase_			:



        '''simple docstring'''
        UpperCAmelCase       :	bool     =      False
        UpperCAmelCase       :	bool     =      True
        UpperCAmelCase       :	bool | None     =      None





       @dataclass
       class 							lowercase_			:



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







class 							lowercase_			(	unittest.TestCase				):



 '''simple docstring'''

 def      lowerCAmelCase_				(					self			:			Tuple       ,				_UpperCAmelCase			:			argparse.ArgumentParser       ,				_UpperCAmelCase			:			argparse.ArgumentParser						):
       self.assertEqual(len(a._actions						)       ,				len(b._actions						)						)
       for x, y in zip(a._actions       ,				b._actions						):
             _A     =  {k: v for k, v in vars(_UpperCAmelCase						).items() if k != 'container'}
             _A     =  {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			:			List[Any]						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

       _A     =  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						)

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

 def      lowerCAmelCase_				(					self			:			Tuple						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

       _A     =  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			:			Dict						):
       _A     =  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						)

       _A     =  [WithDefaultBoolExample]
       if is_python_no_less_than_3_10:
             dataclass_types.append(_UpperCAmelCase						)

       for dataclass_type in dataclass_types:
             _A     =  HfArgumentParser(_UpperCAmelCase						)
             self.argparsersEqual(_UpperCAmelCase       ,				_UpperCAmelCase						)

             _A     =  parser.parse_args([]						)
             self.assertEqual(_UpperCAmelCase       ,				Namespace(foo=_UpperCAmelCase       ,				baz=_UpperCAmelCase       ,				opt=_UpperCAmelCase						)						)

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

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

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

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

 def      lowerCAmelCase_				(					self			:			Optional[int]						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

       _A     =  argparse.ArgumentParser()
       expected.add_argument(
           '--foo'       ,				default='toto'       ,				choices=['titi', 'toto', 42]       ,				type=make_choice_type_function(['titi', 'toto', 42]						)       ,				)
       self.argparsersEqual(_UpperCAmelCase       ,				_UpperCAmelCase						)

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

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

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

 def      lowerCAmelCase_				(					self			:			int						):





       @dataclass
       class 							lowercase_			:



        '''simple docstring'''
        UpperCAmelCase       :	Literal["titi", "toto", 42]     =      "toto"



       _A     =  HfArgumentParser(_UpperCAmelCase						)

       _A     =  argparse.ArgumentParser()
       expected.add_argument(
           '--foo'       ,				default='toto'       ,				choices=('titi', 'toto', 42)       ,				type=make_choice_type_function(['titi', 'toto', 42]						)       ,				)
       self.argparsersEqual(_UpperCAmelCase       ,				_UpperCAmelCase						)

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

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

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

 def      lowerCAmelCase_				(					self			:			Optional[int]						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

       _A     =  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						)

       _A     =  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]						)       ,				)

       _A     =  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			:			Union[str, Any]						):
       _A     =  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						)

       _A     =  [OptionalExample]
       if is_python_no_less_than_3_10:
             dataclass_types.append(_UpperCAmelCase						)

       for dataclass_type in dataclass_types:
             _A     =  HfArgumentParser(_UpperCAmelCase						)

             self.argparsersEqual(_UpperCAmelCase       ,				_UpperCAmelCase						)

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

             _A     =  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      lowerCAmelCase_				(					self			:			int						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

       _A     =  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			:			List[Any]						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

       _A     =  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			:			int						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

       _A     =  {
           'foo': 12,
           'bar': 3.14,
           'baz': '42',
           'flag': True,
       }

       _A     =  parser.parse_dict(_UpperCAmelCase						)[0]
       _A     =  BasicExample(**_UpperCAmelCase						)
       self.assertEqual(_UpperCAmelCase       ,				_UpperCAmelCase						)

 def      lowerCAmelCase_				(					self			:			List[str]						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

       _A     =  {
           'foo': 12,
           'bar': 3.14,
           'baz': '42',
           'flag': True,
           'extra': 42,
       }

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

 def      lowerCAmelCase_				(					self			:			Any						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

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

       _A     =  BasicExample(**_UpperCAmelCase						)
       self.assertEqual(_UpperCAmelCase       ,				_UpperCAmelCase						)

 def      lowerCAmelCase_				(					self			:			Union[str, Any]						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)

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



 def      lowerCAmelCase_				(					self			:			Optional[Any]						):
       _A     =  HfArgumentParser(_UpperCAmelCase						)
       self.assertIsNotNone(_UpperCAmelCase						)







"""simple docstring"""

import logging
from dataclasses import dataclass, field
from typing import Optional

from seqaseq_trainer import arg_to_scheduler

from transformers import TrainingArguments


a							      =     logging.getLogger(__name__)





@dataclass
class 							lowercase_			(	__lowerCAmelCase				):



 '''simple docstring'''
 UpperCAmelCase       :	Optional[float]     =      field(
     default=0.0     ,      metadata={'''help''': '''The label smoothing epsilon to apply (if not zero).'''}				)
 UpperCAmelCase       :	bool     =      field(default=__lowerCAmelCase     ,      metadata={'''help''': '''Whether to SortishSamler or not.'''}				)
 UpperCAmelCase       :	bool     =      field(
     default=__lowerCAmelCase     ,      metadata={'''help''': '''Whether to use generate to calculate generative metrics (ROUGE, BLEU).'''}				)
 UpperCAmelCase       :	bool     =      field(default=__lowerCAmelCase     ,      metadata={'''help''': '''whether to use adafactor'''}				)
 UpperCAmelCase       :	Optional[float]     =      field(
     default=__lowerCAmelCase     ,      metadata={'''help''': '''Encoder layer dropout probability. Goes into model.config.'''}				)
 UpperCAmelCase       :	Optional[float]     =      field(
     default=__lowerCAmelCase     ,      metadata={'''help''': '''Decoder layer dropout probability. Goes into model.config.'''}				)
 UpperCAmelCase       :	Optional[float]     =      field(default=__lowerCAmelCase     ,      metadata={'''help''': '''Dropout probability. Goes into model.config.'''}				)
 UpperCAmelCase       :	Optional[float]     =      field(
     default=__lowerCAmelCase     ,      metadata={'''help''': '''Attention dropout probability. Goes into model.config.'''}				)
 UpperCAmelCase       :	Optional[str]     =      field(
     default='''linear'''     ,      metadata={'''help''': f'''Which lr scheduler to use. Selected in {sorted(arg_to_scheduler.keys()				)}'''}     ,      )

