




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

UpperCamelCase__ :   List[str]						=							logging.get_logger(__name__)







@add_end_docstrings(lowerCamelCase_							)
class 				lowerCAmelCase_       (					lowerCamelCase_							):






				def __init__(			self      ,*snake_case__      ,**snake_case__ ):
							super().__init__(*snake_case__      ,**snake_case__ )
							self.check_model_type(snake_case__ )






				def 		snake_case	(			self      ,snake_case__=None      ,snake_case__=None      ,snake_case__=None      ,**snake_case__ ):
							SCREAMING_SNAKE_CASE_  ,    SCREAMING_SNAKE_CASE_   : Union[str, Any]					  =      {}, {}
							if padding is not None:
										SCREAMING_SNAKE_CASE_   : Any					  =      padding
							if truncation is not None:
										SCREAMING_SNAKE_CASE_   : Tuple					  =      truncation
							if top_k is not None:
										SCREAMING_SNAKE_CASE_   : int					  =      top_k
							return preprocess_params, {}, postprocess_params






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






				def 		snake_case	(			self      ,snake_case__      ,snake_case__=False      ,snake_case__=False ):
							SCREAMING_SNAKE_CASE_   : List[str]					  =      load_image(inputs['image'] )
							SCREAMING_SNAKE_CASE_   : Dict					  =      self.tokenizer(
							    inputs['question']      ,return_tensors=self.framework      ,padding=snake_case__      ,truncation=snake_case__ )
							SCREAMING_SNAKE_CASE_   : Any					  =      self.image_processor(images=snake_case__      ,return_tensors=self.framework )
							model_inputs.update(snake_case__ )
							return model_inputs






				def 		snake_case	(			self      ,snake_case__ ):
							SCREAMING_SNAKE_CASE_   : Optional[int]					  =      self.model(**snake_case__ )
							return model_outputs






				def 		snake_case	(			self      ,snake_case__      ,snake_case__=5 ):
							if top_k > self.model.config.num_labels:
										SCREAMING_SNAKE_CASE_   : Union[str, Any]					  =      self.model.config.num_labels

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

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










'''simple docstring'''




from manim import *
class 			_lowerCAmelCase		(			A__	):






     """simple docstring"""






     def      lowerCAmelCase			(   self							:			Optional[Any]						)->	Union[str, Any]:
        snake_case 						=   Rectangle(height=0.5   ,       width=0.5						)
        snake_case 						=   Rectangle(height=0.25   ,       width=0.25						)
        snake_case 						=   Rectangle(height=0.46   ,       width=0.46						).set_stroke(width=0						)

        snake_case 						=   [mem.copy() for i in range(6						)]
        snake_case 						=   [mem.copy() for i in range(6						)]
        snake_case 						=   VGroup(*__snake_case						).arrange(__snake_case   ,       buff=0						)
        snake_case 						=   VGroup(*__snake_case						).arrange(__snake_case   ,       buff=0						)
        snake_case 						=   VGroup(__snake_case   ,       __snake_case						).arrange(__snake_case   ,       buff=0						)
        snake_case 						=   Text("""CPU"""   ,       font_size=24						)
        snake_case 						=   Group(__snake_case   ,       __snake_case						).arrange(__snake_case   ,       buff=0.5   ,       aligned_edge=__snake_case						)
        cpu.move_to([-2.5, -0.5, 0]						)
        self.add(__snake_case						)

        snake_case 						=   [mem.copy() for i in range(4						)]
        snake_case 						=   VGroup(*__snake_case						).arrange(__snake_case   ,       buff=0						)
        snake_case 						=   Text("""GPU"""   ,       font_size=24						)
        snake_case 						=   Group(__snake_case   ,       __snake_case						).arrange(__snake_case   ,       buff=0.5   ,       aligned_edge=__snake_case						)
        gpu.move_to([-1, -1, 0]						)
        self.add(__snake_case						)

        snake_case 						=   [mem.copy() for i in range(6						)]
        snake_case 						=   VGroup(*__snake_case						).arrange(__snake_case   ,       buff=0						)

        snake_case 						=   Text("""Model"""   ,       font_size=24						)
        snake_case 						=   Group(__snake_case   ,       __snake_case						).arrange(__snake_case   ,       buff=0.5   ,       aligned_edge=__snake_case						)
        model.move_to([3, -1.0, 0]						)
        self.add(__snake_case						)

        snake_case 						=   []
        snake_case 						=   []
        snake_case 						=   []

        for i, rect in enumerate(__snake_case						):
           rect.set_stroke(__snake_case						)

           snake_case 						=   Rectangle(height=0.46 / 4   ,       width=0.46 / 3						).set_stroke(width=0.0						).set_fill(__snake_case   ,       opacity=0.7						)

           if i == 0:
              cpu_target.next_to(cpu_left_col_base[0].get_corner(DOWN + LEFT						)   ,       buff=0.02   ,       direction=__snake_case						)
              cpu_target.set_x(cpu_target.get_x() + 0.1						)
           elif i == 3:
              cpu_target.next_to(model_cpu_arr[0]   ,       direction=__snake_case   ,       buff=0.0						)
           else:
              cpu_target.next_to(model_cpu_arr[i - 1]   ,       direction=__snake_case   ,       buff=0.0						)
           self.add(__snake_case						)
           model_cpu_arr.append(__snake_case						)

        self.add(*__snake_case   ,       *__snake_case   ,       *__snake_case						)

        snake_case 						=   [mem.copy() for i in range(6						)]
        snake_case 						=   VGroup(*__snake_case						).arrange(__snake_case   ,       buff=0						)

        snake_case 						=   Text("""Loaded Checkpoint"""   ,       font_size=24						)
        snake_case 						=   Group(__snake_case   ,       __snake_case						).arrange(__snake_case   ,       buff=0.5   ,       aligned_edge=__snake_case						)
        checkpoint.move_to([3, 0.5, 0]						)

        self.add(__snake_case						)

        snake_case 						=   []
        snake_case 						=   []

        for i, rect in enumerate(__snake_case						):
           snake_case 						=   fill.copy().set_fill(__snake_case   ,       opacity=0.7						)
           target.move_to(__snake_case						)
           ckpt_arr.append(__snake_case						)

           snake_case 						=   target.copy()
           if i < 5:
              cpu_target.move_to(cpu_left_col_base[i + 1]						)
           else:
              cpu_target.move_to(cpu_right_col_base[i - 5]						)
           ckpt_cpu_arr.append(__snake_case						)
        self.add(*__snake_case   ,       *__snake_case						)

        snake_case 						=   Square(side_length=2.2						)
        key.move_to([-5, 2, 0]						)

        snake_case 						=   MarkupText(
            f'''<b>Key:</b>\n\n<span fgcolor=\'{YELLOW}\'>●</span> Empty Model'''   ,       font_size=18   ,       )

        key_text.move_to([-5, 2.4, 0]						)

        self.add(__snake_case   ,       __snake_case						)

        snake_case 						=   MarkupText(
            f'''<span fgcolor=\'{BLUE}\'>●</span> Checkpoint'''   ,       font_size=18   ,       )

        blue_text.next_to(__snake_case   ,       DOWN * 2.4   ,       aligned_edge=key_text.get_left()						)
        self.add(__snake_case						)

        snake_case 						=   MarkupText(
            f'''Based on the passed in configuration, weights are stored in\na variety of np.memmaps on disk or to a particular device.'''   ,       font_size=24   ,       )
        step_a.move_to([2, 2, 0]						)

        snake_case 						=   [meta_mem.copy() for i in range(6						)]
        snake_case 						=   [meta_mem.copy() for i in range(6						)]
        snake_case 						=   VGroup(*__snake_case						).arrange(__snake_case   ,       buff=0						)
        snake_case 						=   VGroup(*__snake_case						).arrange(__snake_case   ,       buff=0						)
        snake_case 						=   VGroup(__snake_case   ,       __snake_case						).arrange(__snake_case   ,       buff=0						)
        snake_case 						=   Text("""Disk"""   ,       font_size=24						)
        snake_case 						=   Group(__snake_case   ,       __snake_case						).arrange(__snake_case   ,       buff=0.5   ,       aligned_edge=__snake_case						)
        disk.move_to([-4.0, -1.25, 0]						)
        self.play(Write(__snake_case   ,       run_time=3						)   ,       Write(__snake_case   ,       run_time=1						)   ,       Create(__snake_case   ,       run_time=1						)						)

        snake_case 						=   []
        for i, rect in enumerate(__snake_case						):
           snake_case 						=   rect.copy()
           target.generate_target()
           target.target.move_to(disk_left_col_base[i]						).scale(0.5						)
           animations.append(MoveToTarget(__snake_case   ,       run_time=1.5						)						)
        self.play(*__snake_case						)

        self.play(FadeOut(__snake_case						)						)

        snake_case 						=   MarkupText(f'''Then, the checkpoint is removed from memory\nthrough garbage collection.'''   ,       font_size=24						)
        step_a.move_to([2, 2, 0]						)

        self.play(Write(__snake_case   ,       run_time=3						)						)

        self.play(
            FadeOut(__snake_case   ,       __snake_case   ,       *__snake_case   ,       *__snake_case						)   ,       )

        self.wait()

