



"""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 lowercase_						(     _snake_case     ,_snake_case     ,_snake_case		):
							SCREAMING_SNAKE_CASE__		: str     =     1.5
							SCREAMING_SNAKE_CASE__		: List[Any]     =     int(factor * num_class_images		)
							SCREAMING_SNAKE_CASE__		: int     =     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:
														SCREAMING_SNAKE_CASE__		: List[str]     =     client.query(text=UpperCAmelCase__		)
														if len(UpperCAmelCase__		) >= factor * num_class_images or num_images > 1E4:
																					break
														else:
																					SCREAMING_SNAKE_CASE__		: List[str]     =     int(factor * num_images		)
																					SCREAMING_SNAKE_CASE__		: List[str]     =     ClipClient(
																					    url="""https://knn.laion.ai/knn-service"""     ,indice_name="""laion_400m"""     ,num_images=UpperCAmelCase__     ,aesthetic_weight=0.1     ,)

							SCREAMING_SNAKE_CASE__		: List[str]     =     0
							SCREAMING_SNAKE_CASE__		: Dict     =     0
							SCREAMING_SNAKE_CASE__		: Tuple     =     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:
																					SCREAMING_SNAKE_CASE__		: str     =     class_images[count]
																					count += 1
																					try:
																												SCREAMING_SNAKE_CASE__		: Union[str, Any]     =     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 lowercase_						(     ):
							SCREAMING_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__":
					UpperCAmelCase__   :					Dict												=				parse_args()
					retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)






"""simple docstring"""




import math
import os
import sys

def lowercase_						(     _snake_case		):
							SCREAMING_SNAKE_CASE__		: List[str]     =     """"""
							try:
														with open(_snake_case     ,"""rb"""		) as binary_file:
																					SCREAMING_SNAKE_CASE__		: str     =     binary_file.read()
														for dat in data:
																					SCREAMING_SNAKE_CASE__		: int     =     f'''{dat:08b}'''
																					result += curr_byte
														return result
							except OSError:
														print("""File not accessible"""		)
														sys.exit()

def lowercase_						(     _snake_case     ,_snake_case     ,_snake_case     ,_snake_case		):
							lexicon.pop(_snake_case		)
							SCREAMING_SNAKE_CASE__		: Optional[int]     =     last_match_id

							if math.loga(_snake_case		).is_integer():
														for curr_key in lexicon:
																					SCREAMING_SNAKE_CASE__		: Optional[int]     =     """0""" + lexicon[curr_key]

							SCREAMING_SNAKE_CASE__		: Tuple     =     bin(_snake_case		)[2:]

def lowercase_						(     _snake_case		):
							SCREAMING_SNAKE_CASE__		: List[str]     =     {"""0""": """0""", """1""": """1"""}
							SCREAMING_SNAKE_CASE__   ,   SCREAMING_SNAKE_CASE__		: str     =     """""", """"""
							SCREAMING_SNAKE_CASE__		: int     =     len(_snake_case		)

							for i in range(len(_snake_case		)		):
														curr_string += data_bits[i]
														if curr_string not in lexicon:
																					continue

														SCREAMING_SNAKE_CASE__		: Dict     =     lexicon[curr_string]
														result += last_match_id
														add_key_to_lexicon(_snake_case     ,_snake_case     ,_snake_case     ,_snake_case		)
														index += 1
														SCREAMING_SNAKE_CASE__		: Union[str, Any]     =     """"""

							while curr_string != "" and curr_string not in lexicon:
														curr_string += "0"

							if curr_string != "":
														SCREAMING_SNAKE_CASE__		: Optional[int]     =     lexicon[curr_string]
														result += last_match_id

							return result

def lowercase_						(     _snake_case     ,_snake_case		):
							SCREAMING_SNAKE_CASE__		: str     =     os.path.getsize(_snake_case		)
							SCREAMING_SNAKE_CASE__		: Any     =     bin(_snake_case		)[2:]
							SCREAMING_SNAKE_CASE__		: Union[str, Any]     =     len(_snake_case		)

							return "0" * (length_length - 1) + file_length_binary + compressed

def lowercase_						(     _snake_case     ,_snake_case		):
							SCREAMING_SNAKE_CASE__		: Tuple     =     8
							try:
														with open(_snake_case     ,"""wb"""		) as opened_file:
																					SCREAMING_SNAKE_CASE__		: Optional[int]     =     [
																					    to_write[i : i + byte_length]
																					    for i in range(0     ,len(_snake_case		)     ,_snake_case		)
																					]

																					if len(result_byte_array[-1]		) % byte_length == 0:
																												result_byte_array.append("""10000000"""		)
																					else:
																												result_byte_array[-1] += "1" + "0" * (
																												    byte_length - len(result_byte_array[-1]		) - 1
																												)

																					for elem in result_byte_array:
																												opened_file.write(int(_snake_case     ,2		).to_bytes(1     ,byteorder="""big"""		)		)
							except OSError:
														print("""File not accessible"""		)
														sys.exit()

def lowercase_						(     _snake_case     ,_snake_case		):
							SCREAMING_SNAKE_CASE__		: Union[str, Any]     =     read_file_binary(_snake_case		)
							SCREAMING_SNAKE_CASE__		: List[str]     =     compress_data(_snake_case		)
							SCREAMING_SNAKE_CASE__		: Union[str, Any]     =     add_file_length(_snake_case     ,_snake_case		)
							write_file_binary(_snake_case     ,_snake_case		)


if __name__ == "__main__":
					compress(sys.argv[1], sys.argv[2])




