



'''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
lowerCAmelCase_     :       List[str]								=						sys.version_info >= (3, 10)
def 					UpperCAmelCase   (						A  :				str=None					,		A  :				Any=None				):
							return field(default_factory=lambda: default					,		metadata=A				)
@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   int
						_lowerCAmelCase     :   float
						_lowerCAmelCase     :   str
						_lowerCAmelCase     :   bool


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   int	     =				4_2
						_lowerCAmelCase     :   str	     =				field(default='toto'    ,				metadata={'help': 'help message'}			)


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   bool	     =				False
						_lowerCAmelCase     :   bool	     =				True
						_lowerCAmelCase     :   Optional[bool]	     =				None


class 	lowerCamelCase_							(					snake_case_			):
						_lowerCAmelCase     :   Union[str, Any]	     =				'titi'
						_lowerCAmelCase     :   Union[str, Any]	     =				'toto'


class 	lowerCamelCase_							(					snake_case_			):
						_lowerCAmelCase     :   int	     =				'titi'
						_lowerCAmelCase     :   Optional[Any]	     =				'toto'
						_lowerCAmelCase     :   Union[str, Any]	     =				4_2


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   BasicEnum	     =				"toto"







						def 					__lowercase    (  self   :      List[Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      List[str]     					=			BasicEnum(self.foo				)


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   MixedTypeEnum	     =				"toto"







						def 					__lowercase    (  self   :      str				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Dict     					=			MixedTypeEnum(self.foo				)


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


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


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   List[int]	     =				field()
						_lowerCAmelCase     :   str	     =				field()
						_lowerCAmelCase     :   BasicEnum	     =				field()







						def 					__lowercase    (  self   :      Any				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Dict     					=			BasicEnum(self.required_enum				)


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


if is_python_no_less_than_3_10:
							@dataclass
							class 	lowerCamelCase_							:
													_lowerCAmelCase     :   bool	     =				False
													_lowerCAmelCase     :   bool	     =				True
													_lowerCAmelCase     :   bool | None	     =				None


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






class 	lowerCamelCase_							(					unittest.TestCase			):







						def 					__lowercase    (  self   :      Dict				,    lowerCAmelCase__   :      argparse.ArgumentParser				,    lowerCAmelCase__   :      argparse.ArgumentParser				):

													"""simple docstring"""
													self.assertEqual(len(a._actions				)				,    len(b._actions				)				)
													for x, y in zip(a._actions				,    b._actions				):
																				SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			{k: v for k, v in vars(lowerCAmelCase__				).items() if k != '''container'''}
																				SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			{k: v for k, v in vars(lowerCAmelCase__				).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'''				,    lowerCAmelCase__				) and yy.get('''choices'''				,    lowerCAmelCase__				):
																											for expected_choice in yy["choices"] + xx["choices"]:
																																		self.assertEqual(xx['''type'''](lowerCAmelCase__				)				,    yy['''type'''](lowerCAmelCase__				)				)
																											del xx["type"], yy["type"]

																				self.assertEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Optional[int]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Any     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      List[str]     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo'''				,    type=lowerCAmelCase__				,    required=lowerCAmelCase__				)
													expected.add_argument('''--bar'''				,    type=lowerCAmelCase__				,    required=lowerCAmelCase__				)
													expected.add_argument('''--baz'''				,    type=lowerCAmelCase__				,    required=lowerCAmelCase__				)
													expected.add_argument('''--flag'''				,    type=lowerCAmelCase__				,    default=lowerCAmelCase__				,    const=lowerCAmelCase__				,    nargs='''?'''				)
													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      List[str]     					=			['''--foo''', '''1''', '''--baz''', '''quux''', '''--bar''', '''0.5''']
													((SCREAMING_SNAKE_CASE)					,)					:      Tuple     					=			parser.parse_args_into_dataclasses(lowerCAmelCase__				,    look_for_args_file=lowerCAmelCase__				)
													self.assertFalse(example.flag				)







						def 					__lowercase    (  self   :      List[str]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      str     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo'''				,    default=42				,    type=lowerCAmelCase__				)
													expected.add_argument('''--baz'''				,    default='''toto'''				,    type=lowerCAmelCase__				,    help='''help message'''				)
													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      List[Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo'''				,    type=lowerCAmelCase__				,    default=lowerCAmelCase__				,    const=lowerCAmelCase__				,    nargs='''?'''				)
													expected.add_argument('''--baz'''				,    type=lowerCAmelCase__				,    default=lowerCAmelCase__				,    const=lowerCAmelCase__				,    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=lowerCAmelCase__				,    dest='''baz'''				)
													expected.add_argument('''--opt'''				,    type=lowerCAmelCase__				,    default=lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			[WithDefaultBoolExample]
													if is_python_no_less_than_3_10:
																				dataclass_types.append(lowerCAmelCase__				)

													for dataclass_type in dataclass_types:
																				SCREAMING_SNAKE_CASE					:      Tuple     					=			HfArgumentParser(lowerCAmelCase__				)
																				self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

																				SCREAMING_SNAKE_CASE					:      Any     					=			parser.parse_args([]				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)

																				SCREAMING_SNAKE_CASE					:      int     					=			parser.parse_args(['''--foo''', '''--no_baz''']				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)

																				SCREAMING_SNAKE_CASE					:      Dict     					=			parser.parse_args(['''--foo''', '''--baz''']				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)

																				SCREAMING_SNAKE_CASE					:      Tuple     					=			parser.parse_args(['''--foo''', '''True''', '''--baz''', '''True''', '''--opt''', '''True''']				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)

																				SCREAMING_SNAKE_CASE					:      Tuple     					=			parser.parse_args(['''--foo''', '''False''', '''--baz''', '''False''', '''--opt''', '''False''']				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)







						def 					__lowercase    (  self   :      Optional[int]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			HfArgumentParser(lowerCAmelCase__				)

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

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

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

													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			parser.parse_args(['''--foo''', '''42''']				)
													self.assertEqual(args.foo				,    42				)
													SCREAMING_SNAKE_CASE					:      Any     					=			parser.parse_args_into_dataclasses(['''--foo''', '''42''']				)[0]
													self.assertEqual(enum_ex.foo				,    MixedTypeEnum.fourtytwo				)







						def 					__lowercase    (  self   :      Dict				):

													"""simple docstring"""
													@dataclass
													class 	lowerCamelCase_							:
																			_lowerCAmelCase     :   Literal["titi", "toto", 4_2]	     =				"toto"


													SCREAMING_SNAKE_CASE					:      Any     					=			HfArgumentParser(lowerCAmelCase__				)

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

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

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

													SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			parser.parse_args(['''--foo''', '''42''']				)
													self.assertEqual(args.foo				,    42				)







						def 					__lowercase    (  self   :      int				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Tuple     					=			HfArgumentParser(lowerCAmelCase__				)

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

													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			parser.parse_args([]				)
													self.assertEqual(
													    lowerCAmelCase__				,    Namespace(foo_int=[]				,    bar_int=[1, 2, 3]				,    foo_str=['''Hallo''', '''Bonjour''', '''Hello''']				,    foo_float=[0.1, 0.2, 0.3]				)				,    )

													SCREAMING_SNAKE_CASE					:      Union[str, 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(lowerCAmelCase__				,    Namespace(foo_int=[1]				,    bar_int=[2, 3]				,    foo_str=['''a''', '''b''', '''c''']				,    foo_float=[0.1, 0.7]				)				)







						def 					__lowercase    (  self   :      str				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo'''				,    default=lowerCAmelCase__				,    type=lowerCAmelCase__				)
													expected.add_argument('''--bar'''				,    default=lowerCAmelCase__				,    type=lowerCAmelCase__				,    help='''help message'''				)
													expected.add_argument('''--baz'''				,    default=lowerCAmelCase__				,    type=lowerCAmelCase__				)
													expected.add_argument('''--ces'''				,    nargs='''+'''				,    default=[]				,    type=lowerCAmelCase__				)
													expected.add_argument('''--des'''				,    nargs='''+'''				,    default=[]				,    type=lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			[OptionalExample]
													if is_python_no_less_than_3_10:
																				dataclass_types.append(lowerCAmelCase__				)

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

																				self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

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

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







						def 					__lowercase    (  self   :      Union[str, Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Dict     					=			HfArgumentParser(lowerCAmelCase__				)

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







						def 					__lowercase    (  self   :      Optional[int]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      int     					=			HfArgumentParser(lowerCAmelCase__				)

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







						def 					__lowercase    (  self   :      Union[str, Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      List[Any]     					=			HfArgumentParser(lowerCAmelCase__				)

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

													SCREAMING_SNAKE_CASE					:      int     					=			parser.parse_dict(lowerCAmelCase__				)[0]
													SCREAMING_SNAKE_CASE					:      List[Any]     					=			BasicExample(**lowerCAmelCase__				)
													self.assertEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Dict				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      str     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			{
													    '''foo''': 12,
													    '''bar''': 3.14,
													    '''baz''': '''42''',
													    '''flag''': True,
													    '''extra''': 42,
													}

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







						def 					__lowercase    (  self   :      Union[str, Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Tuple     					=			HfArgumentParser(lowerCAmelCase__				)

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

													SCREAMING_SNAKE_CASE					:      List[str]     					=			BasicExample(**lowerCAmelCase__				)
													self.assertEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Optional[Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			HfArgumentParser(lowerCAmelCase__				)

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







						def 					__lowercase    (  self   :      int				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Any     					=			HfArgumentParser(lowerCAmelCase__				)
													self.assertIsNotNone(lowerCAmelCase__				)









'''simple docstring'''



import argparse
import os
from io import BytesIO
from pathlib import Path

import requests
from clip_retrieval.clip_client import ClipClient
from PIL import Image
from tqdm import tqdm
def 					UpperCAmelCase   (						A  :				Union[str, Any]					,		A  :				Optional[int]					,		A  :				Any				):
							SCREAMING_SNAKE_CASE					:      List[str]     					=			1.5
							SCREAMING_SNAKE_CASE					:      str     					=			int(factor * num_class_images				)
							SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			ClipClient(
							    url='''https://knn.laion.ai/knn-service'''					,		indice_name='''laion_400m'''					,		num_images=A					,		aesthetic_weight=0.1				)

							os.makedirs(F"""{class_data_dir}/images"""					,		exist_ok=A				)
							if len(list(Path(F"""{class_data_dir}/images"""				).iterdir()				)				) >= num_class_images:
														return

							while True:
														SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			client.query(text=A				)
														if len(A				) >= factor * num_class_images or num_images > 1e4:
																					break
														else:
																					SCREAMING_SNAKE_CASE					:      Optional[int]     					=			int(factor * num_images				)
																					SCREAMING_SNAKE_CASE					:      str     					=			ClipClient(
																					    url='''https://knn.laion.ai/knn-service'''					,		indice_name='''laion_400m'''					,		num_images=A					,		aesthetic_weight=0.1					,		)

							SCREAMING_SNAKE_CASE					:      Optional[int]     					=			0
							SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			0
							SCREAMING_SNAKE_CASE					:      Tuple     					=			tqdm(desc='''downloading real regularization images'''					,		total=A				)

							with open(F"""{class_data_dir}/caption.txt"""					,		'''w'''				) as fa, open(F"""{class_data_dir}/urls.txt"""					,		'''w'''				) as fa, open(
							    F"""{class_data_dir}/images.txt"""					,		'''w'''				) as fa:
														while total < num_class_images:
																					SCREAMING_SNAKE_CASE					:      int     					=			class_images[count]
																					count += 1
																					try:
																												SCREAMING_SNAKE_CASE					:      int     					=			requests.get(images['''url''']				)
																												if img.status_code == 200:
																																			SCREAMING_SNAKE_CASE					:      List[str]     					=			Image.open(BytesIO(img.content				)				)
																																			with open(F"""{class_data_dir}/images/{total}.jpg"""					,		'''wb'''				) as f:
																																										f.write(img.content				)
																																			fa.write(images['''caption'''] + '''\n'''				)
																																			fa.write(images['''url'''] + '''\n'''				)
																																			fa.write(F"""{class_data_dir}/images/{total}.jpg""" + '''\n'''				)
																																			total += 1
																																			pbar.update(1				)
																												else:
																																			continue
																					except Exception:
																												continue
							return
def 					UpperCAmelCase   (						):
							SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			argparse.ArgumentParser(''''''					,		add_help=A				)
							parser.add_argument('''--class_prompt'''					,		help='''text prompt to retrieve images'''					,		required=A					,		type=A				)
							parser.add_argument('''--class_data_dir'''					,		help='''path to save images'''					,		required=A					,		type=A				)
							parser.add_argument('''--num_class_images'''					,		help='''number of images to download'''					,		default=200					,		type=A				)
							return parser.parse_args()


if __name__ == "__main__":
							lowerCAmelCase_     :       List[str]								=						parse_args()
							retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)




