


"""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

snake_case__		:     Union[str, Any]    				=				logging.get_logger(__name__)



@add_end_docstrings(a__			)
class 		snake_case_(       a__			):






     def __init__(	self  :					str					,				*UpperCamelCase_  :					Union[str, Any]					,				**UpperCamelCase_  :					Dict				):
           super().__init__(*UpperCamelCase_					,				**UpperCamelCase_				)
           self.check_model_type(UpperCamelCase_				)






     def      lowerCamelCase__     (	self  :					Tuple					,				UpperCamelCase_  :					str=None					,				UpperCamelCase_  :					List[str]=None					,				UpperCamelCase_  :					Tuple=None					,				**UpperCamelCase_  :					Any				):
           lowerCAmelCase					:	Tuple       =   {}, {}
           if padding is not None:
                 lowerCAmelCase					:	Optional[int]       =   padding
           if truncation is not None:
                 lowerCAmelCase					:	Optional[Any]       =   truncation
           if top_k is not None:
                 lowerCAmelCase					:	Union[str, Any]       =   top_k
           return preprocess_params, {}, postprocess_params






     def __call__(	self  :					Optional[int]					,				UpperCamelCase_  :					Union["Image.Image", str]					,				UpperCamelCase_  :					str = None					,				**UpperCamelCase_  :					Any				):
           if isinstance(UpperCamelCase_					,				(Image.Image, str)				) and isinstance(UpperCamelCase_					,				UpperCamelCase_				):
                 lowerCAmelCase					:	Union[str, Any]       =   {'''image''': image, '''question''': question}
           else:
                 lowerCAmelCase					:	Union[str, Any]       =   image
           lowerCAmelCase					:	List[Any]       =   super().__call__(UpperCamelCase_					,				**UpperCamelCase_				)
           return results






     def      lowerCamelCase__     (	self  :					Any					,				UpperCamelCase_  :					List[Any]					,				UpperCamelCase_  :					List[str]=False					,				UpperCamelCase_  :					str=False				):
           lowerCAmelCase					:	Optional[int]       =   load_image(inputs['''image''']				)
           lowerCAmelCase					:	Any       =   self.tokenizer(
               inputs['''question''']					,				return_tensors=self.framework					,				padding=UpperCamelCase_					,				truncation=UpperCamelCase_				)
           lowerCAmelCase					:	int       =   self.image_processor(images=UpperCamelCase_					,				return_tensors=self.framework				)
           model_inputs.update(UpperCamelCase_				)
           return model_inputs






     def      lowerCamelCase__     (	self  :					str					,				UpperCamelCase_  :					Tuple				):
           lowerCAmelCase					:	int       =   self.model(**UpperCamelCase_				)
           return model_outputs






     def      lowerCamelCase__     (	self  :					Union[str, Any]					,				UpperCamelCase_  :					List[Any]					,				UpperCamelCase_  :					int=5				):
           if top_k > self.model.config.num_labels:
                 lowerCAmelCase					:	List[Any]       =   self.model.config.num_labels

           if self.framework == "pt":
                 lowerCAmelCase					:	Optional[int]       =   model_outputs.logits.sigmoid()[0]
                 lowerCAmelCase					:	List[Any]       =   probs.topk(UpperCamelCase_				)
           else:
                 raise ValueError(F'''Unsupported framework: {self.framework}'''				)

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






"""simple docstring"""





# using dfs for finding eulerian path traversal


def      _snake_case						(						_snake_case				:			Optional[Any] ,   _snake_case				:			List[Any] ,   _snake_case				:			str ,   _snake_case				:			List[Any]=None			):
      lowerCAmelCase					:	Any       =   (path or []) + [u]
      for v in graph[u]:
            if visited_edge[u][v] is False:
                  lowerCAmelCase,      lowerCAmelCase					:	Union[str, Any]       =   True, True
                  lowerCAmelCase					:	int       =   dfs(_snake_case ,   _snake_case ,   _snake_case ,   _snake_case			)
      return path


def      _snake_case						(						_snake_case				:			Optional[int] ,   _snake_case				:			Dict			):
      lowerCAmelCase					:	Tuple       =   0
      lowerCAmelCase					:	Optional[Any]       =   -1
      for i in range(_snake_case			):
            if i not in graph.keys():
                  continue
            if len(graph[i]			) % 2 == 1:
                  odd_degree_nodes += 1
                  lowerCAmelCase					:	Optional[Any]       =   i
      if odd_degree_nodes == 0:
            return 1, odd_node
      if odd_degree_nodes == 2:
            return 2, odd_node
      return 3, odd_node


def      _snake_case						(						_snake_case				:			Tuple ,   _snake_case				:			List[Any]			):
      lowerCAmelCase					:	Any       =   [[False for _ in range(max_node + 1			)] for _ in range(max_node + 1			)]
      lowerCAmelCase,      lowerCAmelCase					:	Optional[int]       =   check_circuit_or_path(_snake_case ,   _snake_case			)
      if check == 3:
            print('''graph is not Eulerian'''			)
            print('''no path'''			)
            return
      lowerCAmelCase					:	Dict       =   1
      if check == 2:
            lowerCAmelCase					:	int       =   odd_node
            print('''graph has a Euler path'''			)
      if check == 1:
            print('''graph has a Euler cycle'''			)
      lowerCAmelCase					:	List[str]       =   dfs(_snake_case ,   _snake_case ,   _snake_case			)
      print(_snake_case			)


def      _snake_case						(						):
      lowerCAmelCase					:	Optional[Any]       =   {1: [2, 3, 4], 2: [1, 3], 3: [1, 2], 4: [1, 5], 5: [4]}
      lowerCAmelCase					:	Union[str, Any]       =   {1: [2, 3, 4, 5], 2: [1, 3], 3: [1, 2], 4: [1, 5], 5: [1, 4]}
      lowerCAmelCase					:	List[Any]       =   {1: [2, 3, 4], 2: [1, 3, 4], 3: [1, 2], 4: [1, 2, 5], 5: [4]}
      lowerCAmelCase					:	Optional[Any]       =   {1: [2, 3], 2: [1, 3], 3: [1, 2]}
      lowerCAmelCase					:	Any       =   {
          1: [],
          2: []
          # all degree is zero
      }
      lowerCAmelCase					:	List[str]       =   10
      check_euler(_snake_case ,   _snake_case			)
      check_euler(_snake_case ,   _snake_case			)
      check_euler(_snake_case ,   _snake_case			)
      check_euler(_snake_case ,   _snake_case			)
      check_euler(_snake_case ,   _snake_case			)


if __name__ == "__main__":
 main()


