




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 lowerCamelCase__  (     _lowercase					,		_lowercase					,		_lowercase ):

     '''simple docstring'''


     UpperCAmelCase_     :				List[Any]  =     1.5
     UpperCAmelCase_     :				Union[str, Any]  =     int(factor * num_class_images )
     UpperCAmelCase_     :				Optional[Any]  =     ClipClient(
         url='''https://knn.laion.ai/knn-service'''					,		indice_name='''laion_400m'''					,		num_images=_lowercase					,		aesthetic_weight=0.1 )

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

     while True:
          UpperCAmelCase_     :				List[Any]  =     client.query(text=_lowercase )
          if len(_lowercase ) >= factor * num_class_images or num_images > 1E4:
               break
          else:
               UpperCAmelCase_     :				List[str]  =     int(factor * num_images )
               UpperCAmelCase_     :				Optional[int]  =     ClipClient(
                   url='''https://knn.laion.ai/knn-service'''					,		indice_name='''laion_400m'''					,		num_images=_lowercase					,		aesthetic_weight=0.1					,		)

     UpperCAmelCase_     :				Optional[Any]  =     0
     UpperCAmelCase_     :				Optional[Any]  =     0
     UpperCAmelCase_     :				List[Any]  =     tqdm(desc='''downloading real regularization images'''					,		total=_lowercase )

     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:
               UpperCAmelCase_     :				Tuple  =     class_images[count]
               count += 1
               try:
                    UpperCAmelCase_     :				Optional[Any]  =     requests.get(images['''url'''] )
                    if img.status_code == 200:
                         UpperCAmelCase_     :				Dict  =     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 lowerCamelCase__  (     ):

     '''simple docstring'''


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


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



import os
import string
import sys


SCREAMING_SNAKE_CASE__					:     List[str]       =     1 << 8

SCREAMING_SNAKE_CASE__					:     str       =     {
    'tab': ord('\t'),
    'newline': ord('\r'),
    'esc': 27,
    'up': 65 + ARROW_KEY_FLAG,
    'down': 66 + ARROW_KEY_FLAG,
    'right': 67 + ARROW_KEY_FLAG,
    'left': 68 + ARROW_KEY_FLAG,
    'mod_int': 91,
    'undefined': sys.maxsize,
    'interrupt': 3,
    'insert': 50,
    'delete': 51,
    'pg_up': 53,
    'pg_down': 54,
}

SCREAMING_SNAKE_CASE__					:     List[str]       =     KEYMAP['up']
SCREAMING_SNAKE_CASE__					:     Optional[int]       =     KEYMAP['left']

if sys.platform == "win32":
 SCREAMING_SNAKE_CASE__					:     Union[str, Any]       =     []
 SCREAMING_SNAKE_CASE__					:     Dict       =     {
     b'\xe0H': KEYMAP['up'] - ARROW_KEY_FLAG,
     b'\x00H': KEYMAP['up'] - ARROW_KEY_FLAG,
     b'\xe0P': KEYMAP['down'] - ARROW_KEY_FLAG,
     b'\x00P': KEYMAP['down'] - ARROW_KEY_FLAG,
     b'\xe0M': KEYMAP['right'] - ARROW_KEY_FLAG,
     b'\x00M': KEYMAP['right'] - ARROW_KEY_FLAG,
     b'\xe0K': KEYMAP['left'] - ARROW_KEY_FLAG,
     b'\x00K': KEYMAP['left'] - ARROW_KEY_FLAG,
 }

for i in range(10):
 SCREAMING_SNAKE_CASE__					:     List[str]       =     ord(str(i))




def    a__    (		):
  if os.name == "nt":
    import msvcrt

    _UpperCAmelCase		:							int							=     """mbcs"""
    # Flush the keyboard buffer
    while msvcrt.kbhit():
      msvcrt.getch()
    if len(snake_case__     ) == 0:
      # Read the keystroke
      _UpperCAmelCase		:							Any							=     msvcrt.getch()

      # If it is a prefix char, get second part
      if ch in (b"\x00", b"\xe0"):
        _UpperCAmelCase		:							str							=     ch + msvcrt.getch()
        # Translate actual Win chars to bullet char types
        try:
          _UpperCAmelCase		:							Optional[int]							=     chr(WIN_KEYMAP[cha]     )
          WIN_CH_BUFFER.append(chr(KEYMAP["""mod_int"""]     )     )
          WIN_CH_BUFFER.append(snake_case__     )
          if ord(snake_case__     ) in (
              KEYMAP["insert"] - 1 << 9,
              KEYMAP["delete"] - 1 << 9,
              KEYMAP["pg_up"] - 1 << 9,
              KEYMAP["pg_down"] - 1 << 9,
          ):
            WIN_CH_BUFFER.append(chr(126     )     )
          _UpperCAmelCase		:							Any							=     chr(KEYMAP["""esc"""]     )
        except KeyError:
          _UpperCAmelCase		:							Optional[int]							=     cha[1]
      else:
        _UpperCAmelCase		:							Union[str, Any]							=     ch.decode(snake_case__     )
    else:
      _UpperCAmelCase		:							Optional[int]							=     WIN_CH_BUFFER.pop(0     )
  elif os.name == "posix":
    import termios
    import tty

    _UpperCAmelCase		:							List[str]							=     sys.stdin.fileno()
    _UpperCAmelCase		:							Optional[Any]							=     termios.tcgetattr(snake_case__     )
    try:
      tty.setraw(snake_case__     )
      _UpperCAmelCase		:							Tuple							=     sys.stdin.read(1     )
    finally:
      termios.tcsetattr(snake_case__						,   termios.TCSADRAIN						,   snake_case__     )
  return ch





def    a__    (		):
  _UpperCAmelCase		:							int							=     get_raw_chars()
  if ord(snake_case__     ) in [KEYMAP["interrupt"], KEYMAP["newline"]]:
    return char

  elif ord(snake_case__     ) == KEYMAP["esc"]:
    _UpperCAmelCase		:							int							=     get_raw_chars()
    if ord(snake_case__     ) == KEYMAP["mod_int"]:
      _UpperCAmelCase		:							Optional[Any]							=     get_raw_chars()
      if ord(snake_case__     ) >= KEYMAP["arrow_begin"] - ARROW_KEY_FLAG and ord(snake_case__     ) <= KEYMAP["arrow_end"] - ARROW_KEY_FLAG:
        return chr(ord(snake_case__     ) + ARROW_KEY_FLAG     )
      else:
        return KEYMAP["undefined"]
    else:
      return get_raw_chars()

  else:
    if char in string.printable:
      return char
    else:
      return KEYMAP["undefined"]





