"""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					(	UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__				):






							"""simple docstring"""





							A__	     =							1.5
							A__	     =							int(factor * num_class_images				)
							A__	     =							ClipClient(
							    url='https://knn.laion.ai/knn-service'       ,    indice_name='laion_400m'       ,    num_images=SCREAMING_SNAKE_CASE_       ,    aesthetic_weight=0.1				)

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

							while True:
														A__	     =							client.query(text=SCREAMING_SNAKE_CASE_				)
														if len(SCREAMING_SNAKE_CASE_				) >= factor * num_class_images or num_images > 1E4:
																					break
														else:
																					A__	     =							int(factor * num_images				)
																					A__	     =							ClipClient(
																					    url='https://knn.laion.ai/knn-service'       ,    indice_name='laion_400m'       ,    num_images=SCREAMING_SNAKE_CASE_       ,    aesthetic_weight=0.1       ,    )

							A__	     =							0
							A__	     =							0
							A__	     =							tqdm(desc='downloading real regularization images'       ,    total=SCREAMING_SNAKE_CASE_				)

							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:
																					A__	     =							class_images[count]
																					count += 1
																					try:
																												A__	     =							requests.get(images['url']				)
																												if img.status_code == 200:
																																			A__	     =							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					(	):






							"""simple docstring"""





							A__	     =							argparse.ArgumentParser(''       ,    add_help=SCREAMING_SNAKE_CASE_				)
							parser.add_argument('--class_prompt'       ,    help='text prompt to retrieve images'       ,    required=SCREAMING_SNAKE_CASE_       ,    type=SCREAMING_SNAKE_CASE_				)
							parser.add_argument('--class_data_dir'       ,    help='path to save images'       ,    required=SCREAMING_SNAKE_CASE_       ,    type=SCREAMING_SNAKE_CASE_				)
							parser.add_argument('--num_class_images'       ,    help='number of images to download'       ,    default=200       ,    type=SCREAMING_SNAKE_CASE_				)
							return parser.parse_args()


if __name__ == "__main__":
				__lowerCamelCase											=  parse_args()
				retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)






"""simple docstring"""




import importlib
import shutil
import threading
import warnings
from typing import List

import fsspec
import fsspec.asyn

from . import compression
from .hffilesystem import HfFileSystem


__lowerCamelCase											=  importlib.util.find_spec("s3fs") is not None

if _has_safs:
				from .safilesystem import SaFileSystem  # noqa: F401

__lowerCamelCase											=  [
    compression.BzaFileSystem,
    compression.GzipFileSystem,
    compression.LzaFileSystem,
    compression.XzFileSystem,
    compression.ZstdFileSystem,
]

# Register custom filesystems
for fs_class in COMPRESSION_FILESYSTEMS + [HfFileSystem]:
				if fs_class.protocol in fsspec.registry and fsspec.registry[fs_class.protocol] is not fs_class:
								warnings.warn(F'''A filesystem protocol was already set for {fs_class.protocol} and will be overwritten.''')
				fsspec.register_implementation(fs_class.protocol, fs_class, clobber=True)






def   UpperCAmelCase					(	UpperCamelCase__				):






							"""simple docstring"""





							if "://" in dataset_path:
														A__	     =							dataset_path.split('://'				)[1]
							return dataset_path






def   UpperCAmelCase					(	UpperCamelCase__				):






							"""simple docstring"""





							if fs is not None and fs.protocol != "file":
														return True
							else:
														return False






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__				):






							"""simple docstring"""





							A__	     =							not is_remote_filesystem(UpperCamelCase__				)
							if is_local:
														# LocalFileSystem.mv does copy + rm, it is more efficient to simply move a local directory
														shutil.move(fs._strip_protocol(UpperCamelCase__				)       ,    fs._strip_protocol(UpperCamelCase__				)				)
							else:
														fs.mv(UpperCamelCase__       ,    UpperCamelCase__       ,    recursive=UpperCamelCase__				)






def   UpperCAmelCase					(	):






							"""simple docstring"""





							if hasattr(fsspec.asyn       ,    'reset_lock'				):
														# for future fsspec>2022.05.0
														fsspec.asyn.reset_lock()
							else:
														A__	     =							None
														A__	     =							None
														A__	     =							threading.Lock()





