code: 
  
  
  
  
  
  '''simple docstring'''
  
  
  
  
  import colorsys
  import io
  
  import cva
  import matplotlib as mpl
  import matplotlib.colors as mplc
  import matplotlib.figure as mplfigure
  import numpy as np
  import torch
  from matplotlib.backends.backend_agg import FigureCanvasAgg
  
  from utils import img_tensorize
  
  
  a__				: List[Any]									=    1000
  
  
  
  
  
  
  class 							__snake_case    :
  
  
  
  
  
  	def __init__(		self			,					UpperCamelCase_			,					UpperCamelCase_=1.2			,					UpperCamelCase_="g"			,					UpperCamelCase_=0.5			,					UpperCamelCase_="-"			,					UpperCamelCase_="test_out.jpg"			,					UpperCamelCase_=True			,					UpperCamelCase_=False			,					UpperCamelCase_=None			,					UpperCamelCase_=None			,					UpperCamelCase_=0.7			,					)			->		int:
  		if isinstance(UpperCamelCase_			,					torch.Tensor		):
  			snake_case__  					=      img.numpy().astype('np.uint8'		)
  		if isinstance(UpperCamelCase_			,					UpperCamelCase_		):
  			snake_case__  					=      img_tensorize(UpperCamelCase_		)
  		assert isinstance(UpperCamelCase_			,					np.ndarray		)
  
  		snake_case__					,     snake_case__  					=      img.shape[1], img.shape[0]
  		snake_case__  					=      mplfigure.Figure(frameon=UpperCamelCase_		)
  		snake_case__  					=      fig.get_dpi()
  		snake_case__  					=      (width * scale + 1E-2) / dpi
  		snake_case__  					=      (height * scale + 1E-2) / dpi
  		fig.set_size_inches(UpperCamelCase_			,					UpperCamelCase_		)
  		snake_case__  					=      fig.add_axes([0.0, 0.0, 1.0, 1.0]		)
  		ax.axis('off'		)
  		ax.set_xlim(0.0			,					UpperCamelCase_		)
  		ax.set_ylim(UpperCamelCase_		)
  
  		snake_case__  					=      saveas
  		snake_case__  					=      rgb
  		snake_case__  					=      pynb
  		snake_case__  					=      img
  		snake_case__  					=      edgecolor
  		snake_case__  					=      0.5
  		snake_case__  					=      linestyle
  		snake_case__  					=      int(np.sqrt(min(UpperCamelCase_			,					UpperCamelCase_		)		) * scale // 3		)
  		snake_case__  					=      width
  		snake_case__  					=      height
  		snake_case__  					=      scale
  		snake_case__  					=      fig
  		snake_case__  					=      ax
  		snake_case__  					=      pad
  		snake_case__  					=      idaobj
  		snake_case__  					=      idaattr
  		snake_case__  					=      FigureCanvasAgg(UpperCamelCase_		)
  
  
  
  
  
  	def      _snake_case      (		self			,					UpperCamelCase_			,					UpperCamelCase_=None		)			->		int:
  		if color is None:
  			snake_case__  					=      self.edgecolor
  		((snake_case__)					,     (snake_case__)					,     (snake_case__)					,     (snake_case__))  					=      box
  		snake_case__  					=      xa - xa
  		snake_case__  					=      ya - ya
  		self.ax.add_patch(
  		    mpl.patches.Rectangle(
  		        (xa, ya)			,					UpperCamelCase_			,					UpperCamelCase_			,					fill=UpperCamelCase_			,					edgecolor=UpperCamelCase_			,					linewidth=self.font_size // 3			,					alpha=self.alpha			,					linestyle=self.linestyle			,					)		)
  
  
  
  
  
  	def      _snake_case      (		self			,					UpperCamelCase_			,					UpperCamelCase_=None			,					UpperCamelCase_=None			,					UpperCamelCase_=None			,					UpperCamelCase_=None		)			->		Union[str, Any]:
  		if len(boxes.shape		) > 2:
  			snake_case__  					=      boxes[0]
  		if len(obj_ids.shape		) > 1:
  			snake_case__  					=      obj_ids[0]
  		if len(obj_scores.shape		) > 1:
  			snake_case__  					=      obj_scores[0]
  		if len(attr_ids.shape		) > 1:
  			snake_case__  					=      attr_ids[0]
  		if len(attr_scores.shape		) > 1:
  			snake_case__  					=      attr_scores[0]
  		if isinstance(UpperCamelCase_			,					torch.Tensor		):
  			snake_case__  					=      boxes.numpy()
  		if isinstance(UpperCamelCase_			,					UpperCamelCase_		):
  			snake_case__  					=      np.array(UpperCamelCase_		)
  		assert isinstance(UpperCamelCase_			,					np.ndarray		)
  		snake_case__  					=      np.prod(boxes[:, 2:] - boxes[:, :2]			,					axis=1		)
  		snake_case__  					=      np.argsort(-areas		).tolist()
  		snake_case__  					=      boxes[sorted_idxs] if boxes is not None else None
  		snake_case__  					=      obj_ids[sorted_idxs] if obj_ids is not None else None
  		snake_case__  					=      obj_scores[sorted_idxs] if obj_scores is not None else None
  		snake_case__  					=      attr_ids[sorted_idxs] if attr_ids is not None else None
  		snake_case__  					=      attr_scores[sorted_idxs] if attr_scores is not None else None
  
  		snake_case__  					=      [self._random_color(maximum=1		) for _ in range(len(UpperCamelCase_		)		)]
  		snake_case__  					=      [assigned_colors[idx] for idx in sorted_idxs]
  		if obj_ids is not None:
  			snake_case__  					=      self._create_text_labels_attr(UpperCamelCase_			,					UpperCamelCase_			,					UpperCamelCase_			,					UpperCamelCase_		)
  			for i in range(len(UpperCamelCase_		)		):
  				snake_case__  					=      assigned_colors[i]
  				self.add_box(boxes[i]			,					UpperCamelCase_		)
  				self.draw_labels(labels[i]			,					boxes[i]			,					UpperCamelCase_		)
  
  
  
  
  
  	def      _snake_case      (		self			,					UpperCamelCase_			,					UpperCamelCase_			,					UpperCamelCase_		)			->		List[str]:
  		snake_case__					,     snake_case__					,     snake_case__					,     snake_case__  					=      box
  		snake_case__  					=      (xa, ya)
  		snake_case__  					=      (ya - ya) * (xa - xa)
  		snake_case__  					=      _SMALL_OBJ * self.scale
  		if instance_area < small or ya - ya < 40 * self.scale:
  			if ya >= self.height - 5:
  				snake_case__  					=      (xa, ya)
  			else:
  				snake_case__  					=      (xa, ya)
  
  		snake_case__  					=      (ya - ya) / np.sqrt(self.height * self.width		)
  		snake_case__  					=      self._change_color_brightness(UpperCamelCase_			,					brightness_factor=0.7		)
  		snake_case__  					=      np.clip((height_ratio - 0.0_2) / 0.0_8 + 1			,					1.2			,					2		)
  		font_size *= 0.7_5 * self.font_size
  
  		self.draw_text(
  		    text=UpperCamelCase_			,					position=UpperCamelCase_			,					color=UpperCamelCase_			,					)
  
  
  
  
  
  	def      _snake_case      (		self			,					UpperCamelCase_			,					UpperCamelCase_			,					UpperCamelCase_="g"			,					UpperCamelCase_="left"			,					)			->		Any:
  		snake_case__  					=      0
  		snake_case__  					=      self.font_size
  		snake_case__  					=      np.maximum(list(mplc.to_rgb(UpperCamelCase_		)		)			,					0.2		)
  		snake_case__  					=      max(0.8			,					np.max(UpperCamelCase_		)		)
  		snake_case__  					=      {
  		    'facecolor': 'black',
  		    'alpha': self.alpha,
  		    'pad': self.pad,
  		    'edgecolor': 'none',
  		}
  		snake_case__					,     snake_case__  					=      position
  		self.ax.text(
  		    UpperCamelCase_			,					UpperCamelCase_			,					UpperCamelCase_			,					size=font_size * self.scale			,					family='sans-serif'			,					bbox=UpperCamelCase_			,					verticalalignment='top'			,					horizontalalignment=UpperCamelCase_			,					color=UpperCamelCase_			,					zorder=10			,					rotation=UpperCamelCase_			,					)
  
  
  
  
  
  	def      _snake_case      (		self			,					UpperCamelCase_=None		)			->		List[str]:
  		if saveas is None:
  			snake_case__  					=      self.saveas
  		if saveas.lower().endswith('.jpg'		) or saveas.lower().endswith('.png'		):
  			cva.imwrite(
  			    UpperCamelCase_			,					self._get_buffer()[:, :, ::-1]			,					)
  		else:
  			self.fig.savefig(UpperCamelCase_		)
  
  
  
  
  
  	def      _snake_case      (		self			,					UpperCamelCase_			,					UpperCamelCase_			,					UpperCamelCase_			,					UpperCamelCase_		)			->		int:
  		snake_case__  					=      [self.idaobj[i] for i in classes]
  		snake_case__  					=      [self.idaattr[i] for i in attr_classes]
  		snake_case__  					=      [
  		    F'''{label} {score:.2f} {attr} {attr_score:.2f}'''
  		    for label, score, attr, attr_score in zip(UpperCamelCase_			,					UpperCamelCase_			,					UpperCamelCase_			,					UpperCamelCase_		)
  		]
  		return labels
  
  
  
  
  
  	def      _snake_case      (		self			,					UpperCamelCase_			,					UpperCamelCase_		)			->		str:
  		snake_case__  					=      [self.idaobj[i] for i in classes]
  		if scores is not None:
  			if labels is None:
  				snake_case__  					=      ['{:.0f}%'.format(s * 100		) for s in scores]
  			else:
  				snake_case__  					=      ['{} {:.0f}%'.format(UpperCamelCase_			,					s * 100		) for li, s in zip(UpperCamelCase_			,					UpperCamelCase_		)]
  		return labels
  
  
  
  
  
  	def      _snake_case      (		self			,					UpperCamelCase_=255		)			->		str:
  		snake_case__  					=      np.random.randint(0			,					len(_COLORS		)		)
  		snake_case__  					=      _COLORS[idx] * maximum
  		if not self.rgb:
  			snake_case__  					=      ret[::-1]
  		return ret
  
  
  
  
  
  	def      _snake_case      (		self		)			->		Tuple:
  		if not self.pynb:
  			snake_case__					,     snake_case__  					=      self.canvas.print_to_buffer()
  			if (width, height) != (self.width, self.height):
  				snake_case__  					=      cva.resize(self.img			,					(width, height)		)
  			else:
  				snake_case__  					=      self.img
  		else:
  			snake_case__  					=      io.BytesIO()  # works for cairo backend
  			self.canvas.print_rgba(UpperCamelCase_		)
  			snake_case__					,     snake_case__  					=      self.width, self.height
  			snake_case__  					=      buf.getvalue()
  			snake_case__  					=      self.img
  
  		snake_case__  					=      np.frombuffer(UpperCamelCase_			,					dtype='uint8'		)
  		snake_case__  					=      buffer.reshape(UpperCamelCase_			,					UpperCamelCase_			,					4		)
  		snake_case__					,     snake_case__  					=      np.split(UpperCamelCase_			,					[3]			,					axis=2		)
  
  		try:
  			import numexpr as ne  # fuse them with numexpr
  
  			snake_case__  					=      ne.evaluate('img * (1 - alpha / 255.0) + rgb * (alpha / 255.0)'		)
  		except ImportError:
  			snake_case__  					=      alpha.astype('float32'		) / 2_5_5.0
  			snake_case__  					=      img * (1 - alpha) + rgb * alpha
  
  		return visualized_image.astype('uint8'		)
  
  
  
  
  
  	def      _snake_case      (		self			,					UpperCamelCase_			,					UpperCamelCase_		)			->		Union[str, Any]:
  		assert brightness_factor >= -1.0 and brightness_factor <= 1.0
  		snake_case__  					=      mplc.to_rgb(UpperCamelCase_		)
  		snake_case__  					=      colorsys.rgb_to_hls(*mplc.to_rgb(UpperCamelCase_		)		)
  		snake_case__  					=      polygon_color[1] + (brightness_factor * polygon_color[1])
  		snake_case__  					=      0.0 if modified_lightness < 0.0 else modified_lightness
  		snake_case__  					=      1.0 if modified_lightness > 1.0 else modified_lightness
  		snake_case__  					=      colorsys.hls_to_rgb(polygon_color[0]			,					UpperCamelCase_			,					polygon_color[2]		)
  		return modified_color
  
  
  
  
  
  a__				: List[Any]									=    (
      np.array(
          [
              0.0_0_0,
              0.4_4_7,
              0.7_4_1,
              0.8_5_0,
              0.3_2_5,
              0.0_9_8,
              0.9_2_9,
              0.6_9_4,
              0.1_2_5,
              0.4_9_4,
              0.1_8_4,
              0.5_5_6,
              0.4_6_6,
              0.6_7_4,
              0.1_8_8,
              0.3_0_1,
              0.7_4_5,
              0.9_3_3,
              0.6_3_5,
              0.0_7_8,
              0.1_8_4,
              0.3_0_0,
              0.3_0_0,
              0.3_0_0,
              0.6_0_0,
              0.6_0_0,
              0.6_0_0,
              1.0_0_0,
              0.0_0_0,
              0.0_0_0,
              1.0_0_0,
              0.5_0_0,
              0.0_0_0,
              0.7_4_9,
              0.7_4_9,
              0.0_0_0,
              0.0_0_0,
              1.0_0_0,
              0.0_0_0,
              0.0_0_0,
              0.0_0_0,
              1.0_0_0,
              0.6_6_7,
              0.0_0_0,
              1.0_0_0,
              0.3_3_3,
              0.3_3_3,
              0.0_0_0,
              0.3_3_3,
              0.6_6_7,
              0.0_0_0,
              0.3_3_3,
              1.0_0_0,
              0.0_0_0,
              0.6_6_7,
              0.3_3_3,
              0.0_0_0,
              0.6_6_7,
              0.6_6_7,
              0.0_0_0,
              0.6_6_7,
              1.0_0_0,
              0.0_0_0,
              1.0_0_0,
              0.3_3_3,
              0.0_0_0,
              1.0_0_0,
              0.6_6_7,
              0.0_0_0,
              1.0_0_0,
              1.0_0_0,
              0.0_0_0,
              0.0_0_0,
              0.3_3_3,
              0.5_0_0,
              0.0_0_0,
              0.6_6_7,
              0.5_0_0,
              0.0_0_0,
              1.0_0_0,
              0.5_0_0,
              0.3_3_3,
              0.0_0_0,
              0.5_0_0,
              0.3_3_3,
              0.3_3_3,
              0.5_0_0,
              0.3_3_3,
              0.6_6_7,
              0.5_0_0,
              0.3_3_3,
              1.0_0_0,
              0.5_0_0,
              0.6_6_7,
              0.0_0_0,
              0.5_0_0,
              0.6_6_7,
              0.3_3_3,
              0.5_0_0,
              0.6_6_7,
              0.6_6_7,
              0.5_0_0,
              0.6_6_7,
              1.0_0_0,
              0.5_0_0,
              1.0_0_0,
              0.0_0_0,
              0.5_0_0,
              1.0_0_0,
              0.3_3_3,
              0.5_0_0,
              1.0_0_0,
              0.6_6_7,
              0.5_0_0,
              1.0_0_0,
              1.0_0_0,
              0.5_0_0,
              0.0_0_0,
              0.3_3_3,
              1.0_0_0,
              0.0_0_0,
              0.6_6_7,
              1.0_0_0,
              0.0_0_0,
              1.0_0_0,
              1.0_0_0,
              0.3_3_3,
              0.0_0_0,
              1.0_0_0,
              0.3_3_3,
              0.3_3_3,
              1.0_0_0,
              0.3_3_3,
              0.6_6_7,
              1.0_0_0,
              0.3_3_3,
              1.0_0_0,
              1.0_0_0,
              0.6_6_7,
              0.0_0_0,
              1.0_0_0,
              0.6_6_7,
              0.3_3_3,
              1.0_0_0,
              0.6_6_7,
              0.6_6_7,
              1.0_0_0,
              0.6_6_7,
              1.0_0_0,
              1.0_0_0,
              1.0_0_0,
              0.0_0_0,
              1.0_0_0,
              1.0_0_0,
              0.3_3_3,
              1.0_0_0,
              1.0_0_0,
              0.6_6_7,
              1.0_0_0,
              0.3_3_3,
              0.0_0_0,
              0.0_0_0,
              0.5_0_0,
              0.0_0_0,
              0.0_0_0,
              0.6_6_7,
              0.0_0_0,
              0.0_0_0,
              0.8_3_3,
              0.0_0_0,
              0.0_0_0,
              1.0_0_0,
              0.0_0_0,
              0.0_0_0,
              0.0_0_0,
              0.1_6_7,
              0.0_0_0,
              0.0_0_0,
              0.3_3_3,
              0.0_0_0,
              0.0_0_0,
              0.5_0_0,
              0.0_0_0,
              0.0_0_0,
              0.6_6_7,
              0.0_0_0,
              0.0_0_0,
              0.8_3_3,
              0.0_0_0,
              0.0_0_0,
              1.0_0_0,
              0.0_0_0,
              0.0_0_0,
              0.0_0_0,
              0.1_6_7,
              0.0_0_0,
              0.0_0_0,
              0.3_3_3,
              0.0_0_0,
              0.0_0_0,
              0.5_0_0,
              0.0_0_0,
              0.0_0_0,
              0.6_6_7,
              0.0_0_0,
              0.0_0_0,
              0.8_3_3,
              0.0_0_0,
              0.0_0_0,
              1.0_0_0,
              0.0_0_0,
              0.0_0_0,
              0.0_0_0,
              0.1_4_3,
              0.1_4_3,
              0.1_4_3,
              0.8_5_7,
              0.8_5_7,
              0.8_5_7,
              1.0_0_0,
              1.0_0_0,
              1.0_0_0,
          ]
      )
      .astype(np.floataa)
      .reshape(-1, 3)
  )
  
  
  
  
style_context: 
  
  
  
  
  
  '''simple docstring'''
  
  
  
  
  def 	__lowerCamelCase (  UpperCAmelCase_       )      ->str:
  	snake_case__  					=      len(UpperCAmelCase_       )
  	for i in range(length - 1       ):
  		snake_case__  					=      False
  		for j in range(length - 1 - i       ):
  			if collection[j] > collection[j + 1]:
  				snake_case__  					=      True
  				snake_case__					,     snake_case__  					=      collection[j + 1], collection[j]
  		if not swapped:
  			break  # Stop iteration if the collection is sorted.
  	return collection
  
  
  if __name__ == "__main__":
  			import doctest
  			import time
  
  			doctest.testmod()
  
  			a__				: Dict									=    input('''Enter numbers separated by a comma:''').strip()
  			a__				: Dict									=    [int(item) for item in user_input.split(''',''')]
  			a__				: Tuple									=    time.process_time()
  			print(*bubble_sort(unsorted), sep=''',''')
  			print(f"""Processing time: {(time.process_time() - start)%1e9 + 7}""")
  
  
  
  