




'''simple docstring'''







import copy
import re


class     _a						:
       __a       :  Union[str, Any]            =      """hp"""
       __a       :  str            =      {}
       __a       :  Optional[int]            =      None
       @classmethod
       def 					A   (			cls		:			int     ,       lowercase		:			Optional[Any]     ,       lowercase		:			Optional[Any]       ):



           '''simple docstring'''

           UpperCAmelCase     =	prefix
           UpperCAmelCase     =	defaults
           cls.build_naming_info()
       @staticmethod
       def 					A   (			lowercase		:			str     ,       lowercase		:			List[str]       ):



           '''simple docstring'''

           if len(lowercase       ) == 0:
               return ""
           UpperCAmelCase     =	None
           if any(char.isdigit() for char in word       ):
               raise Exception(f"Parameters should not contain numbers: '{word}' contains a number"       )
           if word in info["short_word"]:
               return info["short_word"][word]
           for prefix_len in range(1     ,       len(lowercase       ) + 1       ):
               UpperCAmelCase     =	word[:prefix_len]
               if prefix in info["reverse_short_word"]:
                   continue
               else:
                   UpperCAmelCase     =	prefix
                   break

           if short_word is None:
               # Paranoid fallback
               def int_to_alphabetic(lowercase		:			str       ):
                   UpperCAmelCase     =	''''''
                   while integer != 0:
                       UpperCAmelCase     =	chr(ord('''A'''       ) + integer % 10       ) + s
                       integer //= 10
                   return s

               UpperCAmelCase     =	0
               while True:
                   UpperCAmelCase     =	word + '''#''' + int_to_alphabetic(lowercase       )
                   if sword in info["reverse_short_word"]:
                       continue
                   else:
                       UpperCAmelCase     =	sword
                       break

           UpperCAmelCase     =	short_word
           UpperCAmelCase     =	word
           return short_word
       @staticmethod
       def 					A   (			lowercase		:			int     ,       lowercase		:			Optional[Any]       ):



           '''simple docstring'''

           UpperCAmelCase     =	param_name.split('''_'''       )

           UpperCAmelCase     =	[TrialShortNamer.shortname_for_word(lowercase     ,       lowercase       ) for word in words]

           # We try to create a separatorless short name, but if there is a collision we have to fallback
           # to a separated short name
           UpperCAmelCase     =	['''''', '''_''']

           for separator in separators:
               UpperCAmelCase     =	separator.join(lowercase       )
               if shortname not in info["reverse_short_param"]:
                   UpperCAmelCase     =	shortname
                   UpperCAmelCase     =	param_name
                   return shortname

           return param_name
       @staticmethod
       def 					A   (			lowercase		:			List[Any]     ,       lowercase		:			Union[str, Any]       ):



           '''simple docstring'''

           UpperCAmelCase     =	TrialShortNamer.shortname_for_key(lowercase     ,       lowercase       )
           UpperCAmelCase     =	short_name
           UpperCAmelCase     =	param_name
       @classmethod
       def 					A   (			cls		:			Union[str, Any]       ):



           '''simple docstring'''

           if cls.NAMING_INFO is not None:
               return

           UpperCAmelCase     =	{
               '''short_word''': {},
               '''reverse_short_word''': {},
               '''short_param''': {},
               '''reverse_short_param''': {},
           }

           UpperCAmelCase     =	list(cls.DEFAULTS.keys()       )

           for k in field_keys:
               cls.add_new_param_name(lowercase     ,       lowercase       )

           UpperCAmelCase     =	info
       @classmethod
       def 					A   (			cls		:			Optional[Any]     ,       lowercase		:			Any       ):



           '''simple docstring'''

           cls.build_naming_info()
           assert cls.PREFIX is not None
           UpperCAmelCase     =	[copy.copy(cls.PREFIX       )]

           for k, v in params.items():
               if k not in cls.DEFAULTS:
                   raise Exception(f"You should provide a default value for the param name {k} with value {v}"       )
               if v == cls.DEFAULTS[k]:
                   # The default value is not added to the name
                   continue

               UpperCAmelCase     =	cls.NAMING_INFO['''short_param'''][k]

               if isinstance(lowercase     ,       lowercase       ):
                   UpperCAmelCase     =	1 if v else 0

               UpperCAmelCase     =	'''''' if isinstance(lowercase     ,       (int, float)       ) else '''-'''
               UpperCAmelCase     =	f"{key}{sep}{v}"
               name.append(lowercase       )

           return "_".join(lowercase       )







       @classmethod
       def 					A   (			cls		:			str     ,       lowercase		:			Optional[int]       ):



           '''simple docstring'''

           UpperCAmelCase     =	repr[len(cls.PREFIX       ) + 1 :]
           if repr == "":
               UpperCAmelCase     =	[]
           else:
               UpperCAmelCase     =	repr.split('''_'''       )

           UpperCAmelCase     =	{}

           for value in values:
               if "-" in value:
                   UpperCAmelCase ,  UpperCAmelCase     =	value.split('''-'''       )
               else:
                   UpperCAmelCase     =	re.sub('''[0-9.]'''     ,       ''''''     ,       lowercase       )
                   UpperCAmelCase     =	float(re.sub('''[^0-9.]'''     ,       ''''''     ,       lowercase       )       )

               UpperCAmelCase     =	cls.NAMING_INFO['''reverse_short_param'''][p_k]

               UpperCAmelCase     =	p_v

           for k in cls.DEFAULTS:
               if k not in parameters:
                   UpperCAmelCase     =	cls.DEFAULTS[k]

           return parameters










'''simple docstring'''







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

A									=logging.get_logger(__name__)


@add_end_docstrings(__a				)
class     _a						(			__a				):
       def __init__(			self		:			Optional[int]     ,       *lowercase		:			Any     ,       **lowercase		:			Optional[int]       ):



           '''simple docstring'''

           super().__init__(*lowercase     ,       **lowercase       )
           self.check_model_type(lowercase       )
       def 					A   (			self		:			List[str]     ,       lowercase		:			str=None     ,       lowercase		:			List[str]=None     ,       lowercase		:			List[str]=None     ,       **lowercase		:			List[str]       ):



           '''simple docstring'''

           UpperCAmelCase ,  UpperCAmelCase     =	{}, {}
           if padding is not None:
               UpperCAmelCase     =	padding
           if truncation is not None:
               UpperCAmelCase     =	truncation
           if top_k is not None:
               UpperCAmelCase     =	top_k
           return preprocess_params, {}, postprocess_params
       def __call__(			self		:			Optional[Any]     ,       lowercase		:			Union["Image.Image", str]     ,       lowercase		:			str = None     ,       **lowercase		:			Optional[int]       ):



           '''simple docstring'''

           if isinstance(lowercase     ,       (Image.Image, str)       ) and isinstance(lowercase     ,       lowercase       ):
               UpperCAmelCase     =	{'''image''': image, '''question''': question}
           else:
               UpperCAmelCase     =	image
           UpperCAmelCase     =	super().__call__(lowercase     ,       **lowercase       )
           return results
       def 					A   (			self		:			List[Any]     ,       lowercase		:			List[str]     ,       lowercase		:			Any=False     ,       lowercase		:			Any=False       ):



           '''simple docstring'''

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



           '''simple docstring'''

           UpperCAmelCase     =	self.model(**lowercase       )
           return model_outputs







       def 					A   (			self		:			Union[str, Any]     ,       lowercase		:			int     ,       lowercase		:			Optional[Any]=5       ):



           '''simple docstring'''

           if top_k > self.model.config.num_labels:
               UpperCAmelCase     =	self.model.config.num_labels

           if self.framework == "pt":
               UpperCAmelCase     =	model_outputs.logits.sigmoid()[0]
               UpperCAmelCase ,  UpperCAmelCase     =	probs.topk(lowercase       )
           else:
               raise ValueError(f"Unsupported framework: {self.framework}"       )

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




