





from typing import Union

from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging
from .base import PIPELINE_INIT_ARGS, Pipeline


if is_vision_available():
    from PIL import Image

    from ..image_utils import load_image

if is_torch_available():
    from ..models.auto.modeling_auto import MODEL_FOR_VISUAL_QUESTION_ANSWERING_MAPPING

lowercase      :       int									=  logging.get_logger(__name__)





@add_end_docstrings(__UpperCAmelCase	)
class  A__    (							__UpperCAmelCase	):




   """simple docstring"""



   def __init__(					self					,  *lowercase					,  **lowercase)			->						int:







          '''simple docstring'''

          super().__init__(*lowercase					,  **lowercase)
          self.check_model_type(lowercase)

   def 							__lowercase		(					self					,  lowercase=None					,  lowercase=None					,  lowercase=None					,  **lowercase)			->						int:







          '''simple docstring'''

          a__ ,							a__						:	Tuple =				{}, {}
          if padding is not None:
                 a__						:	Tuple =				padding
          if truncation is not None:
                 a__						:	List[str] =				truncation
          if top_k is not None:
                 a__						:	Tuple =				top_k
          return preprocess_params, {}, postprocess_params

   def __call__(					self					,  lowercase					,  lowercase = None					,  **lowercase)			->						str:







          '''simple docstring'''

          if isinstance(lowercase					,  (Image.Image, str)) and isinstance(lowercase					,  lowercase):
                 a__						:	Union[str, Any] =				{'image': image, 'question': question}
          else:
                 a__						:	Optional[Any] =				image
          a__						:	Dict =				super().__call__(lowercase					,  **lowercase)
          return results

   def 							__lowercase		(					self					,  lowercase					,  lowercase=False					,  lowercase=False)			->						Union[str, Any]:







          '''simple docstring'''

          a__						:	Optional[Any] =				load_image(inputs['image'])
          a__						:	Tuple =				self.tokenizer(
              inputs['question']					,  return_tensors=self.framework					,  padding=lowercase					,  truncation=lowercase)
          a__						:	Dict =				self.image_processor(images=lowercase					,  return_tensors=self.framework)
          model_inputs.update(lowercase)
          return model_inputs

   def 							__lowercase		(					self					,  lowercase)			->						Dict:







          '''simple docstring'''

          a__						:	int =				self.model(**lowercase)
          return model_outputs

   def 							__lowercase		(					self					,  lowercase					,  lowercase=5)			->						int:







          '''simple docstring'''

          if top_k > self.model.config.num_labels:
                 a__						:	Optional[int] =				self.model.config.num_labels

          if self.framework == "pt":
                 a__						:	Dict =				model_outputs.logits.sigmoid()[0]
                 a__ ,							a__						:	str =				probs.topk(lowercase)
          else:
                 raise ValueError(F'Unsupported framework: {self.framework}')

          a__						:	str =				scores.tolist()
          a__						:	Optional[int] =				ids.tolist()
          return [{"score": score, "answer": self.model.config.idalabel[_id]} for score, _id in zip(lowercase					,  lowercase)]





import os
import string
import sys


lowerCamelCase           =					1 << 8

lowerCamelCase           =					{
    '''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,
}

lowerCamelCase           =					KEYMAP['''up''']
lowerCamelCase           =					KEYMAP['''left''']

if sys.platform == "win32":
       lowerCamelCase           =					[]
       lowerCamelCase           =					{
           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):
       lowerCamelCase           =					ord(str(i))




def 			UpperCAmelCase__				(			):





  '''simple docstring'''







  if os.name == "nt":
    import msvcrt

    a__  ='''mbcs'''
    # Flush the keyboard buffer
    while msvcrt.kbhit():
      msvcrt.getch()
    if len(_A							) == 0:
      # Read the keystroke
      a__  =msvcrt.getch()

      # If it is a prefix char, get second part
      if ch in (b"\x00", b"\xe0"):
        a__  =ch + msvcrt.getch()
        # Translate actual Win chars to bullet char types
        try:
          a__  =chr(WIN_KEYMAP[cha]							)
          WIN_CH_BUFFER.append(chr(KEYMAP['''mod_int''']							)							)
          WIN_CH_BUFFER.append(_A							)
          if ord(_A							) in (
              KEYMAP["insert"] - 1 << 9,
              KEYMAP["delete"] - 1 << 9,
              KEYMAP["pg_up"] - 1 << 9,
              KEYMAP["pg_down"] - 1 << 9,
          ):
            WIN_CH_BUFFER.append(chr(1_26							)							)
          a__  =chr(KEYMAP['''esc''']							)
        except KeyError:
          a__  =cha[1]
      else:
        a__  =ch.decode(_A							)
    else:
      a__  =WIN_CH_BUFFER.pop(0							)
  elif os.name == "posix":
    import termios
    import tty

    a__  =sys.stdin.fileno()
    a__  =termios.tcgetattr(_A							)
    try:
      tty.setraw(_A							)
      a__  =sys.stdin.read(1							)
    finally:
      termios.tcsetattr(_A	,      termios.TCSADRAIN	,      _A							)
  return ch




def 			UpperCAmelCase__				(			):





  '''simple docstring'''







  a__  =get_raw_chars()
  if ord(_A							) in [KEYMAP["interrupt"], KEYMAP["newline"]]:
    return char

  elif ord(_A							) == KEYMAP["esc"]:
    a__  =get_raw_chars()
    if ord(_A							) == KEYMAP["mod_int"]:
      a__  =get_raw_chars()
      if ord(_A							) >= KEYMAP["arrow_begin"] - ARROW_KEY_FLAG and ord(_A							) <= KEYMAP["arrow_end"] - ARROW_KEY_FLAG:
        return chr(ord(_A							) + ARROW_KEY_FLAG							)
      else:
        return KEYMAP["undefined"]
    else:
      return get_raw_chars()

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