





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				:	Tuple      						=  sys.version_info >= (3, 1_0)



def A_     (		A__=None		,				A__=None    )  ->		Any:
       return field(default_factory=lambda: default		,				metadata=A__    )





@dataclass
class 			A__   :




       """simple docstring"""



       __A       :    int
       __A       :    float
       __A       :    str
       __A       :    bool





@dataclass
class 			A__   :




       """simple docstring"""



       __A       :    int	  =  4_2
       __A       :    str	  =  field(default='''toto'''			,  metadata={'''help''': '''help message'''}     )





@dataclass
class 			A__   :




       """simple docstring"""



       __A       :    bool	  =  False
       __A       :    bool	  =  True
       __A       :    Optional[bool]	  =  None





class 			A__   (							lowerCAmelCase__     ):




       """simple docstring"""



       __A       :    Optional[int]	  =  "titi"
       __A       :    Tuple	  =  "toto"





class 			A__   (							lowerCAmelCase__     ):




       """simple docstring"""



       __A       :    Tuple	  =  "titi"
       __A       :    Tuple	  =  "toto"
       __A       :    str	  =  4_2





@dataclass
class 			A__   :




       """simple docstring"""



       __A       :    BasicEnum	  =  "toto"

       def 							__lowercase		( self)      ->						Dict:







              '''simple docstring'''

              a__						:     Dict			=    BasicEnum(self.foo)





@dataclass
class 			A__   :




       """simple docstring"""



       __A       :    MixedTypeEnum	  =  "toto"

       def 							__lowercase		( self)      ->						Any:







              '''simple docstring'''

              a__						:     Optional[int]			=    MixedTypeEnum(self.foo)





@dataclass
class 			A__   :




       """simple docstring"""



       __A       :    Optional[int]	  =  None
       __A       :    Optional[float]	  =  field(default=lowerCAmelCase__			,  metadata={'''help''': '''help message'''}     )
       __A       :    Optional[str]	  =  None
       __A       :    Optional[List[str]]	  =  list_field(default=[]     )
       __A       :    Optional[List[int]]	  =  list_field(default=[]     )





@dataclass
class 			A__   :




       """simple docstring"""



       __A       :    List[int]	  =  list_field(default=[]     )
       __A       :    List[int]	  =  list_field(default=[1, 2, 3]     )
       __A       :    List[str]	  =  list_field(default=['''Hallo''', '''Bonjour''', '''Hello''']     )
       __A       :    List[float]	  =  list_field(default=[0.1, 0.2, 0.3]     )





@dataclass
class 			A__   :




       """simple docstring"""



       __A       :    List[int]	  =  field()
       __A       :    str	  =  field()
       __A       :    BasicEnum	  =  field()

       def 							__lowercase		( self)      ->						Tuple:







              '''simple docstring'''

              a__						:     Union[str, Any]			=    BasicEnum(self.required_enum)





@dataclass
class 			A__   :




       """simple docstring"""



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


if is_python_no_less_than_3_10:





    @dataclass
    class 			A__   :




           """simple docstring"""



           __A       :    bool	  =  False
           __A       :    bool	  =  True
           __A       :    bool | None	  =  None





    @dataclass
    class 			A__   :




           """simple docstring"""



           __A       :    int | None	  =  None
           __A       :    float | None	  =  field(default=lowerCAmelCase__			,  metadata={'''help''': '''help message'''}     )
           __A       :    str | None	  =  None
           __A       :    list[str] | None	  =  list_field(default=[]     )
           __A       :    list[int] | None	  =  list_field(default=[]     )





class 			A__   (							unittest.TestCase     ):




       """simple docstring"""



       def 							__lowercase		( self ,  lowercase ,  lowercase)      ->						Dict:







              '''simple docstring'''

              self.assertEqual(len(a._actions) ,  len(b._actions))
              for x, y in zip(a._actions ,  b._actions):
                     a__						:     Optional[Any]			=    {k: v for k, v in vars(a__).items() if k != 'container'}
                     a__						:     Dict			=    {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 							__lowercase		( self)      ->						List[str]:







              '''simple docstring'''

              a__						:     Optional[int]			=    HfArgumentParser(a__)

              a__						:     List[Any]			=    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__)

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

       def 							__lowercase		( self)      ->						Optional[int]:







              '''simple docstring'''

              a__						:     List[Any]			=    HfArgumentParser(a__)

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

       def 							__lowercase		( self)      ->						Optional[int]:







              '''simple docstring'''

              a__						:     Tuple			=    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__)

              a__						:     Union[str, Any]			=    [WithDefaultBoolExample]
              if is_python_no_less_than_3_10:
                     dataclass_types.append(a__)

              for dataclass_type in dataclass_types:
                     a__						:     Union[str, Any]			=    HfArgumentParser(a__)
                     self.argparsersEqual(a__ ,  a__)

                     a__						:     List[str]			=    parser.parse_args([])
                     self.assertEqual(a__ ,  Namespace(foo=a__ ,  baz=a__ ,  opt=a__))

                     a__						:     Any			=    parser.parse_args(['--foo', '--no_baz'])
                     self.assertEqual(a__ ,  Namespace(foo=a__ ,  baz=a__ ,  opt=a__))

                     a__						:     Optional[int]			=    parser.parse_args(['--foo', '--baz'])
                     self.assertEqual(a__ ,  Namespace(foo=a__ ,  baz=a__ ,  opt=a__))

                     a__						:     Optional[int]			=    parser.parse_args(['--foo', 'True', '--baz', 'True', '--opt', 'True'])
                     self.assertEqual(a__ ,  Namespace(foo=a__ ,  baz=a__ ,  opt=a__))

                     a__						:     Any			=    parser.parse_args(['--foo', 'False', '--baz', 'False', '--opt', 'False'])
                     self.assertEqual(a__ ,  Namespace(foo=a__ ,  baz=a__ ,  opt=a__))

       def 							__lowercase		( self)      ->						List[Any]:







              '''simple docstring'''

              a__						:     Any			=    HfArgumentParser(a__)

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

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

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

              a__						:     List[Any]			=    parser.parse_args(['--foo', '42'])
              self.assertEqual(args.foo ,  42)
              a__						:     str			=    parser.parse_args_into_dataclasses(['--foo', '42'])[0]
              self.assertEqual(enum_ex.foo ,  MixedTypeEnum.fourtytwo)

       def 							__lowercase		( self)      ->						Tuple:







              '''simple docstring'''

              @dataclass
              class 			A__   :




                     """simple docstring"""



                     __A       :    Literal["titi", "toto", 4_2]	  =  "toto"

              a__						:     Tuple			=    HfArgumentParser(a__)

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

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

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

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

       def 							__lowercase		( self)      ->						int:







              '''simple docstring'''

              a__						:     int			=    HfArgumentParser(a__)

              a__						:     int			=    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__)

              a__						:     List[str]			=    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]) ,  )

              a__						:     Any			=    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 							__lowercase		( self)      ->						Dict:







              '''simple docstring'''

              a__						:     str			=    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__)

              a__						:     str			=    [OptionalExample]
              if is_python_no_less_than_3_10:
                     dataclass_types.append(a__)

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

                     self.argparsersEqual(a__ ,  a__)

                     a__						:     Tuple			=    parser.parse_args([])
                     self.assertEqual(a__ ,  Namespace(foo=a__ ,  bar=a__ ,  baz=a__ ,  ces=[] ,  des=[]))

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

       def 							__lowercase		( self)      ->						Tuple:







              '''simple docstring'''

              a__						:     Tuple			=    HfArgumentParser(a__)

              a__						:     str			=    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 							__lowercase		( self)      ->						Optional[int]:







              '''simple docstring'''

              a__						:     str			=    HfArgumentParser(a__)

              a__						:     int			=    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 							__lowercase		( self)      ->						Union[str, Any]:







              '''simple docstring'''

              a__						:     Dict			=    HfArgumentParser(a__)

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

              a__						:     Optional[int]			=    parser.parse_dict(a__)[0]
              a__						:     Optional[Any]			=    BasicExample(**a__)
              self.assertEqual(a__ ,  a__)

       def 							__lowercase		( self)      ->						int:







              '''simple docstring'''

              a__						:     Optional[int]			=    HfArgumentParser(a__)

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

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

       def 							__lowercase		( self)      ->						str:







              '''simple docstring'''

              a__						:     Optional[int]			=    HfArgumentParser(a__)

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

              a__						:     List[Any]			=    BasicExample(**a__)
              self.assertEqual(a__ ,  a__)

       def 							__lowercase		( self)      ->						Dict:







              '''simple docstring'''

              a__						:     Optional[Any]			=    HfArgumentParser(a__)

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

       def 							__lowercase		( self)      ->						int:







              '''simple docstring'''

              a__						:     Union[str, Any]			=    HfArgumentParser(a__)
              self.assertIsNotNone(a__)









import glob
import os
import random
from string import ascii_lowercase, digits

import cva
lowercase				:	Optional[Any]      						=  """"""
lowercase				:	int      						=  """"""
lowercase				:	List[Any]      						=  """"""
lowercase				:	Optional[int]      						=  1  # (0 is vertical, 1 is horizontal)



def A_     (		)  ->		None:
       a__			,							a__						:     str			=    get_dataset(A__		,				A__    )
       print('Processing...'    )
       a__			,							a__			,							a__						:     Tuple			=    update_image_and_anno(A__		,				A__		,				A__    )

       for index, image in enumerate(A__    ):
              # Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
              a__						:     int			=    random_chars(32    )
              a__						:     Optional[Any]			=    paths[index].split(os.sep    )[-1].rsplit('.'		,				1    )[0]
              a__						:     Optional[int]			=    F'{OUTPUT_DIR}/{file_name}_FLIP_{letter_code}'
              cva.imwrite(F'/{file_root}.jpg'		,				A__		,				[cva.IMWRITE_JPEG_QUALITY, 85]    )
              print(F'Success {index+1}/{len(A__    )} with {file_name}'    )
              a__						:     List[str]			=    []
              for anno in new_annos[index]:
                     a__						:     Union[str, Any]			=    F'{anno[0]} {anno[1]} {anno[2]} {anno[3]} {anno[4]}'
                     annos_list.append(A__    )
              with open(F'/{file_root}.txt'		,				'w'    ) as outfile:
                     outfile.write('\n'.join(line for line in annos_list    )    )



def A_     (		A__		,				A__    )  ->		tuple[list, list]:
       a__						:     int			=    []
       a__						:     int			=    []
       for label_file in glob.glob(os.path.join(A__		,				'*.txt'    )    ):
              a__						:     Optional[Any]			=    label_file.split(os.sep    )[-1].rsplit('.'		,				1    )[0]
              with open(A__    ) as in_file:
                     a__						:     Tuple			=    in_file.readlines()
              a__						:     Dict			=    os.path.join(A__		,				F'{label_name}.jpg'    )

              a__						:     int			=    []
              for obj_list in obj_lists:
                     a__						:     Union[str, Any]			=    obj_list.rstrip('\n'    ).split(' '    )
                     boxes.append(
                         [
                             int(obj[0]    ),
                             float(obj[1]    ),
                             float(obj[2]    ),
                             float(obj[3]    ),
                             float(obj[4]    ),
                         ]    )
              if not boxes:
                     continue
              img_paths.append(A__    )
              labels.append(A__    )
       return img_paths, labels



def A_     (		A__		,				A__		,				A__ = 1    )  ->		tuple[list, list, list]:
       a__						:     Optional[int]			=    []
       a__						:     Any			=    []
       a__						:     Dict			=    []
       for idx in range(len(A__    )    ):
              a__						:     Optional[int]			=    []
              a__						:     Optional[Any]			=    img_list[idx]
              path_list.append(A__    )
              a__						:     Union[str, Any]			=    anno_list[idx]
              a__						:     List[str]			=    cva.imread(A__    )
              if flip_type == 1:
                     a__						:     List[str]			=    cva.flip(A__		,				A__    )
                     for bbox in img_annos:
                            a__						:     Optional[Any]			=    1 - bbox[1]
                            new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]]    )
              elif flip_type == 0:
                     a__						:     Optional[Any]			=    cva.flip(A__		,				A__    )
                     for bbox in img_annos:
                            a__						:     Optional[int]			=    1 - bbox[2]
                            new_annos.append([bbox[0], bbox[1], y_center_new, bbox[3], bbox[4]]    )
              new_annos_lists.append(A__    )
              new_imgs_list.append(A__    )
       return new_imgs_list, new_annos_lists, path_list



def A_     (		A__ = 32    )  ->		str:
       assert number_char > 1, "The number of character should greater than 1"
       a__						:     Optional[int]			=    ascii_lowercase + digits
       return "".join(random.choice(A__    ) for _ in range(A__    )    )


if __name__ == "__main__":
    main()
    print("""DONE ✅""")


