





from operator import delitem, getitem, setitem

import pytest

from data_structures.hashing.hash_map import HashMap







def    A				(							UpperCAmelCase				):
					return getitem, k







def    A				(							UpperCAmelCase  ,  UpperCAmelCase				):
					return setitem, k, v







def    A				(							UpperCAmelCase				):
					return delitem, k







def    A				(							UpperCAmelCase  ,  UpperCAmelCase  ,  *UpperCAmelCase				):
					try:
										return fun(UpperCAmelCase  ,  *UpperCAmelCase				), None
					except Exception as e:
										return None, e


__lowerCAmelCase :Dict     =    (
    _set('key_a', 'val_a'),
    _set('key_b', 'val_b'),
)

__lowerCAmelCase :Optional[Any]     =    [
    _set('key_a', 'val_a'),
    _set('key_a', 'val_b'),
]

__lowerCAmelCase :Any     =    [
    _set('key_a', 'val_a'),
    _set('key_b', 'val_b'),
    _del('key_a'),
    _del('key_b'),
    _set('key_a', 'val_a'),
    _del('key_a'),
]

__lowerCAmelCase :List[Any]     =    [
    _get('key_a'),
    _del('key_a'),
    _set('key_a', 'val_a'),
    _del('key_a'),
    _del('key_a'),
    _get('key_a'),
]

__lowerCAmelCase :List[str]     =    [
    *[_set(x, x) for x in range(5)],  # guaranteed upsize
]

__lowerCAmelCase :Tuple     =    [
    *[_set(x, x) for x in range(5)],  # guaranteed upsize
    *[_del(x) for x in range(5)],
    _set('key_a', 'val_b'),
]







@pytest.mark.parametrize(
    "operations"  ,  (
        pytest.param(_add_items  ,  id="add items"				),
        pytest.param(_overwrite_items  ,  id="overwrite items"				),
        pytest.param(_delete_items  ,  id="delete items"				),
        pytest.param(_access_absent_items  ,  id="access absent items"				),
        pytest.param(_add_with_resize_up  ,  id="add with resize up"				),
        pytest.param(_add_with_resize_down  ,  id="add with resize down"				),
    )  ,  )
def    A				(							UpperCAmelCase				):
					_snake_case       :					Any				       =   HashMap(initial_block_size=4				)
					_snake_case       :					List[Any]				       =   {}
					for _, (fun, *args) in enumerate(UpperCAmelCase				):
										_snake_case       :					int				       =   _run_operation(UpperCAmelCase  ,  UpperCAmelCase  ,  *UpperCAmelCase				)
										_snake_case       :					Tuple				       =   _run_operation(UpperCAmelCase  ,  UpperCAmelCase  ,  *UpperCAmelCase				)
										assert my_res == py_res
										assert str(UpperCAmelCase				) == str(UpperCAmelCase				)
										assert set(UpperCAmelCase				) == set(UpperCAmelCase				)
										assert len(UpperCAmelCase				) == len(UpperCAmelCase				)
										assert set(my.items()				) == set(py.items()				)







def    A				(							):
					def is_public(UpperCAmelCase				) -> bool:
										return not name.startswith("_"				)

					_snake_case       :					str				       =   {name for name in dir({}				) if is_public(UpperCAmelCase				)}
					_snake_case       :					List[str]				       =   {name for name in dir(HashMap()				) if is_public(UpperCAmelCase				)}

					assert dict_public_names > hash_public_names






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    A				(							UpperCAmelCase  ,  UpperCAmelCase  ,  UpperCAmelCase				):
					_snake_case       :					List[str]				       =   1.5
					_snake_case       :					Union[str, Any]				       =   int(factor * num_class_images				)
					_snake_case       :					Dict				       =   ClipClient(
					    url="https://knn.laion.ai/knn-service"  ,  indice_name="laion_400m"  ,  num_images=UpperCAmelCase  ,  aesthetic_weight=0.1				)

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

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

					_snake_case       :					List[Any]				       =   0
					_snake_case       :					Any				       =   0
					_snake_case       :					List[Any]				       =   tqdm(desc="downloading real regularization images"  ,  total=UpperCAmelCase				)

					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:
															_snake_case       :					Optional[Any]				       =   class_images[count]
															count += 1
															try:
																				_snake_case       :					Tuple				       =   requests.get(images["url"]				)
																				if img.status_code == 200:
																									_snake_case       :					int				       =   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    A				(							):
					_snake_case       :					Any				       =   argparse.ArgumentParser(""  ,  add_help=UpperCAmelCase				)
					parser.add_argument("--class_prompt"  ,  help="text prompt to retrieve images"  ,  required=UpperCAmelCase  ,  type=UpperCAmelCase				)
					parser.add_argument("--class_data_dir"  ,  help="path to save images"  ,  required=UpperCAmelCase  ,  type=UpperCAmelCase				)
					parser.add_argument("--num_class_images"  ,  help="number of images to download"  ,  default=200  ,  type=UpperCAmelCase				)
					return parser.parse_args()


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