




'''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


UpperCAmelCase_       				=      1_0_0_0

class 						lowerCAmelCase_   :







  '''simple docstring'''







  def __init__(						self    :	Any						,		_UpperCAmelCase    :	List[str]						,		_UpperCAmelCase    :	int=1.2						,		_UpperCAmelCase    :	List[str]="g"						,		_UpperCAmelCase    :	Union[str, Any]=0.5						,		_UpperCAmelCase    :	Tuple="-"						,		_UpperCAmelCase    :	List[Any]="test_out.jpg"						,		_UpperCAmelCase    :	int=True						,		_UpperCAmelCase    :	List[Any]=False						,		_UpperCAmelCase    :	List[Any]=None						,		_UpperCAmelCase    :	int=None						,		_UpperCAmelCase    :	Tuple=0.7						,		):






   """simple docstring"""






   if isinstance(_UpperCAmelCase						,		torch.Tensor ):
    UpperCAmelCase__										=    img.numpy().astype("""np.uint8""" )
   if isinstance(_UpperCAmelCase						,		_UpperCAmelCase ):
    UpperCAmelCase__										=    img_tensorize(_UpperCAmelCase )
   assert isinstance(_UpperCAmelCase						,		np.ndarray )

   UpperCAmelCase__							,			UpperCAmelCase__										=    img.shape[1], img.shape[0]
   UpperCAmelCase__										=    mplfigure.Figure(frameon=_UpperCAmelCase )
   UpperCAmelCase__										=    fig.get_dpi()
   UpperCAmelCase__										=    (width * scale + 1E-2) / dpi
   UpperCAmelCase__										=    (height * scale + 1E-2) / dpi
   fig.set_size_inches(_UpperCAmelCase						,		_UpperCAmelCase )
   UpperCAmelCase__										=    fig.add_axes([0.0, 0.0, 1.0, 1.0] )
   ax.axis("""off""" )
   ax.set_xlim(0.0						,		_UpperCAmelCase )
   ax.set_ylim(_UpperCAmelCase )

   UpperCAmelCase__										=    saveas
   UpperCAmelCase__										=    rgb
   UpperCAmelCase__										=    pynb
   UpperCAmelCase__										=    img
   UpperCAmelCase__										=    edgecolor
   UpperCAmelCase__										=    0.5
   UpperCAmelCase__										=    linestyle
   UpperCAmelCase__										=    int(np.sqrt(min(_UpperCAmelCase						,		_UpperCAmelCase ) ) * scale // 3 )
   UpperCAmelCase__										=    width
   UpperCAmelCase__										=    height
   UpperCAmelCase__										=    scale
   UpperCAmelCase__										=    fig
   UpperCAmelCase__										=    ax
   UpperCAmelCase__										=    pad
   UpperCAmelCase__										=    idaobj
   UpperCAmelCase__										=    idaattr
   UpperCAmelCase__										=    FigureCanvasAgg(_UpperCAmelCase )


  def 							SCREAMING_SNAKE_CASE__			(						self    :	Any						,		_UpperCAmelCase    :	Union[str, Any]						,		_UpperCAmelCase    :	Optional[int]=None ):






   """simple docstring"""






   if color is None:
    UpperCAmelCase__										=    self.edgecolor
   ((UpperCAmelCase__)							,			(UpperCAmelCase__)							,			(UpperCAmelCase__)							,			(UpperCAmelCase__))										=    box
   UpperCAmelCase__										=    xa - xa
   UpperCAmelCase__										=    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 							SCREAMING_SNAKE_CASE__			(						self    :	str						,		_UpperCAmelCase    :	Any						,		_UpperCAmelCase    :	Union[str, Any]=None						,		_UpperCAmelCase    :	Optional[Any]=None						,		_UpperCAmelCase    :	str=None						,		_UpperCAmelCase    :	Any=None ):






   """simple docstring"""






   if len(boxes.shape ) > 2:
    UpperCAmelCase__										=    boxes[0]
   if len(obj_ids.shape ) > 1:
    UpperCAmelCase__										=    obj_ids[0]
   if len(obj_scores.shape ) > 1:
    UpperCAmelCase__										=    obj_scores[0]
   if len(attr_ids.shape ) > 1:
    UpperCAmelCase__										=    attr_ids[0]
   if len(attr_scores.shape ) > 1:
    UpperCAmelCase__										=    attr_scores[0]
   if isinstance(_UpperCAmelCase						,		torch.Tensor ):
    UpperCAmelCase__										=    boxes.numpy()
   if isinstance(_UpperCAmelCase						,		_UpperCAmelCase ):
    UpperCAmelCase__										=    np.array(_UpperCAmelCase )
   assert isinstance(_UpperCAmelCase						,		np.ndarray )
   UpperCAmelCase__										=    np.prod(boxes[:, 2:] - boxes[:, :2]						,		axis=1 )
   UpperCAmelCase__										=    np.argsort(-areas ).tolist()
   UpperCAmelCase__										=    boxes[sorted_idxs] if boxes is not None else None
   UpperCAmelCase__										=    obj_ids[sorted_idxs] if obj_ids is not None else None
   UpperCAmelCase__										=    obj_scores[sorted_idxs] if obj_scores is not None else None
   UpperCAmelCase__										=    attr_ids[sorted_idxs] if attr_ids is not None else None
   UpperCAmelCase__										=    attr_scores[sorted_idxs] if attr_scores is not None else None

   UpperCAmelCase__										=    [self._random_color(maximum=1 ) for _ in range(len(_UpperCAmelCase ) )]
   UpperCAmelCase__										=    [assigned_colors[idx] for idx in sorted_idxs]
   if obj_ids is not None:
    UpperCAmelCase__										=    self._create_text_labels_attr(_UpperCAmelCase						,		_UpperCAmelCase						,		_UpperCAmelCase						,		_UpperCAmelCase )
    for i in range(len(_UpperCAmelCase ) ):
     UpperCAmelCase__										=    assigned_colors[i]
     self.add_box(boxes[i]						,		_UpperCAmelCase )
     self.draw_labels(labels[i]						,		boxes[i]						,		_UpperCAmelCase )


  def 							SCREAMING_SNAKE_CASE__			(						self    :	List[Any]						,		_UpperCAmelCase    :	int						,		_UpperCAmelCase    :	Any						,		_UpperCAmelCase    :	Dict ):






   """simple docstring"""






   UpperCAmelCase__							,			UpperCAmelCase__							,			UpperCAmelCase__							,			UpperCAmelCase__										=    box
   UpperCAmelCase__										=    (xa, ya)
   UpperCAmelCase__										=    (ya - ya) * (xa - xa)
   UpperCAmelCase__										=    _SMALL_OBJ * self.scale
   if instance_area < small or ya - ya < 40 * self.scale:
    if ya >= self.height - 5:
     UpperCAmelCase__										=    (xa, ya)
    else:
     UpperCAmelCase__										=    (xa, ya)

   UpperCAmelCase__										=    (ya - ya) / np.sqrt(self.height * self.width )
   UpperCAmelCase__										=    self._change_color_brightness(_UpperCAmelCase						,		brightness_factor=0.7 )
   UpperCAmelCase__										=    np.clip((height_ratio - 0.02) / 0.08 + 1						,		1.2						,		2 )
   font_size *= 0.75 * self.font_size

   self.draw_text(
       text=_UpperCAmelCase						,		position=_UpperCAmelCase						,		color=_UpperCAmelCase						,		)


  def 							SCREAMING_SNAKE_CASE__			(						self    :	List[str]						,		_UpperCAmelCase    :	List[Any]						,		_UpperCAmelCase    :	List[str]						,		_UpperCAmelCase    :	Dict="g"						,		_UpperCAmelCase    :	Dict="left"						,		):






   """simple docstring"""






   UpperCAmelCase__										=    0
   UpperCAmelCase__										=    self.font_size
   UpperCAmelCase__										=    np.maximum(list(mplc.to_rgb(_UpperCAmelCase ) )						,		0.2 )
   UpperCAmelCase__										=    max(0.8						,		np.max(_UpperCAmelCase ) )
   UpperCAmelCase__										=    {
       """facecolor""": """black""",
       """alpha""": self.alpha,
       """pad""": self.pad,
       """edgecolor""": """none""",
   }
   UpperCAmelCase__							,			UpperCAmelCase__										=    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 							SCREAMING_SNAKE_CASE__			(						self    :	Union[str, Any]						,		_UpperCAmelCase    :	Optional[Any]=None ):






   """simple docstring"""






   if saveas is None:
    UpperCAmelCase__										=    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 							SCREAMING_SNAKE_CASE__			(						self    :	List[str]						,		_UpperCAmelCase    :	Dict						,		_UpperCAmelCase    :	List[str]						,		_UpperCAmelCase    :	List[str]						,		_UpperCAmelCase    :	Optional[int] ):






   """simple docstring"""






   UpperCAmelCase__										=    [self.idaobj[i] for i in classes]
   UpperCAmelCase__										=    [self.idaattr[i] for i in attr_classes]
   UpperCAmelCase__										=    [
       f'''{label} {score:.2f} {attr} {attr_score:.2f}'''
       for label, score, attr, attr_score in zip(_UpperCAmelCase						,		_UpperCAmelCase						,		_UpperCAmelCase						,		_UpperCAmelCase )
   ]
   return labels


  def 							SCREAMING_SNAKE_CASE__			(						self    :	List[Any]						,		_UpperCAmelCase    :	List[str]						,		_UpperCAmelCase    :	str ):






   """simple docstring"""






   UpperCAmelCase__										=    [self.idaobj[i] for i in classes]
   if scores is not None:
    if labels is None:
     UpperCAmelCase__										=    ["""{:.0f}%""".format(s * 1_00 ) for s in scores]
    else:
     UpperCAmelCase__										=    ["""{} {:.0f}%""".format(_UpperCAmelCase						,		s * 1_00 ) for li, s in zip(_UpperCAmelCase						,		_UpperCAmelCase )]
   return labels


  def 							SCREAMING_SNAKE_CASE__			(						self    :	Any						,		_UpperCAmelCase    :	List[str]=2_55 ):






   """simple docstring"""






   UpperCAmelCase__										=    np.random.randint(0						,		len(_COLORS ) )
   UpperCAmelCase__										=    _COLORS[idx] * maximum
   if not self.rgb:
    UpperCAmelCase__										=    ret[::-1]
   return ret


  def 							SCREAMING_SNAKE_CASE__			(						self    :	List[Any] ):






   """simple docstring"""






   if not self.pynb:
    UpperCAmelCase__							,			UpperCAmelCase__										=    self.canvas.print_to_buffer()
    if (width, height) != (self.width, self.height):
     UpperCAmelCase__										=    cva.resize(self.img						,		(width, height) )
    else:
     UpperCAmelCase__										=    self.img
   else:
    UpperCAmelCase__										=    io.BytesIO()  # works for cairo backend
    self.canvas.print_rgba(_UpperCAmelCase )
    UpperCAmelCase__							,			UpperCAmelCase__										=    self.width, self.height
    UpperCAmelCase__										=    buf.getvalue()
    UpperCAmelCase__										=    self.img

   UpperCAmelCase__										=    np.frombuffer(_UpperCAmelCase						,		dtype="""uint8""" )
   UpperCAmelCase__										=    buffer.reshape(_UpperCAmelCase						,		_UpperCAmelCase						,		4 )
   UpperCAmelCase__							,			UpperCAmelCase__										=    np.split(_UpperCAmelCase						,		[3]						,		axis=2 )

   try:
    import numexpr as ne  # fuse them with numexpr

    UpperCAmelCase__										=    ne.evaluate("""img * (1 - alpha / 255.0) + rgb * (alpha / 255.0)""" )
   except ImportError:
    UpperCAmelCase__										=    alpha.astype("""float32""" ) / 255.0
    UpperCAmelCase__										=    img * (1 - alpha) + rgb * alpha

   return visualized_image.astype("""uint8""" )



  def 							SCREAMING_SNAKE_CASE__			(						self    :	Optional[Any]						,		_UpperCAmelCase    :	int						,		_UpperCAmelCase    :	List[str] ):






   """simple docstring"""






   assert brightness_factor >= -1.0 and brightness_factor <= 1.0
   UpperCAmelCase__										=    mplc.to_rgb(_UpperCAmelCase )
   UpperCAmelCase__										=    colorsys.rgb_to_hls(*mplc.to_rgb(_UpperCAmelCase ) )
   UpperCAmelCase__										=    polygon_color[1] + (brightness_factor * polygon_color[1])
   UpperCAmelCase__										=    0.0 if modified_lightness < 0.0 else modified_lightness
   UpperCAmelCase__										=    1.0 if modified_lightness > 1.0 else modified_lightness
   UpperCAmelCase__										=    colorsys.hls_to_rgb(polygon_color[0]						,		_UpperCAmelCase						,		polygon_color[2] )
   return modified_color

UpperCAmelCase_       				=      (
    np.array(
        [
            0.000,
            0.447,
            0.741,
            0.850,
            0.325,
            0.098,
            0.929,
            0.694,
            0.125,
            0.494,
            0.184,
            0.556,
            0.466,
            0.674,
            0.188,
            0.301,
            0.745,
            0.933,
            0.635,
            0.078,
            0.184,
            0.300,
            0.300,
            0.300,
            0.600,
            0.600,
            0.600,
            1.000,
            0.000,
            0.000,
            1.000,
            0.500,
            0.000,
            0.749,
            0.749,
            0.000,
            0.000,
            1.000,
            0.000,
            0.000,
            0.000,
            1.000,
            0.667,
            0.000,
            1.000,
            0.333,
            0.333,
            0.000,
            0.333,
            0.667,
            0.000,
            0.333,
            1.000,
            0.000,
            0.667,
            0.333,
            0.000,
            0.667,
            0.667,
            0.000,
            0.667,
            1.000,
            0.000,
            1.000,
            0.333,
            0.000,
            1.000,
            0.667,
            0.000,
            1.000,
            1.000,
            0.000,
            0.000,
            0.333,
            0.500,
            0.000,
            0.667,
            0.500,
            0.000,
            1.000,
            0.500,
            0.333,
            0.000,
            0.500,
            0.333,
            0.333,
            0.500,
            0.333,
            0.667,
            0.500,
            0.333,
            1.000,
            0.500,
            0.667,
            0.000,
            0.500,
            0.667,
            0.333,
            0.500,
            0.667,
            0.667,
            0.500,
            0.667,
            1.000,
            0.500,
            1.000,
            0.000,
            0.500,
            1.000,
            0.333,
            0.500,
            1.000,
            0.667,
            0.500,
            1.000,
            1.000,
            0.500,
            0.000,
            0.333,
            1.000,
            0.000,
            0.667,
            1.000,
            0.000,
            1.000,
            1.000,
            0.333,
            0.000,
            1.000,
            0.333,
            0.333,
            1.000,
            0.333,
            0.667,
            1.000,
            0.333,
            1.000,
            1.000,
            0.667,
            0.000,
            1.000,
            0.667,
            0.333,
            1.000,
            0.667,
            0.667,
            1.000,
            0.667,
            1.000,
            1.000,
            1.000,
            0.000,
            1.000,
            1.000,
            0.333,
            1.000,
            1.000,
            0.667,
            1.000,
            0.333,
            0.000,
            0.000,
            0.500,
            0.000,
            0.000,
            0.667,
            0.000,
            0.000,
            0.833,
            0.000,
            0.000,
            1.000,
            0.000,
            0.000,
            0.000,
            0.167,
            0.000,
            0.000,
            0.333,
            0.000,
            0.000,
            0.500,
            0.000,
            0.000,
            0.667,
            0.000,
            0.000,
            0.833,
            0.000,
            0.000,
            1.000,
            0.000,
            0.000,
            0.000,
            0.167,
            0.000,
            0.000,
            0.333,
            0.000,
            0.000,
            0.500,
            0.000,
            0.000,
            0.667,
            0.000,
            0.000,
            0.833,
            0.000,
            0.000,
            1.000,
            0.000,
            0.000,
            0.000,
            0.143,
            0.143,
            0.143,
            0.857,
            0.857,
            0.857,
            1.000,
            1.000,
            1.000,
        ]
    )
    .astype(np.floataa)
    .reshape(-1, 3)
)






'''simple docstring'''




from __future__ import annotations

import random
import string

class 						lowerCAmelCase_   :







  '''simple docstring'''







  def __init__(						self    :	int						,		_UpperCAmelCase    :	str | None = None ):






   """simple docstring"""






   UpperCAmelCase__										=    passcode or self.__passcode_creator()
   UpperCAmelCase__										=    self.__make_key_list()
   UpperCAmelCase__										=    self.__make_shift_key()


  def __str__(						self    :	int ):






   """simple docstring"""






   return "".join(self.__passcode )


  def 							SCREAMING_SNAKE_CASE__			(						self    :	List[str]						,		_UpperCAmelCase    :	list[int] ):






   """simple docstring"""






   for i in range(1						,		len(_UpperCAmelCase )						,		2 ):
    iterlist[i] *= -1
   return iterlist


  def 							SCREAMING_SNAKE_CASE__			(						self    :	int ):






   """simple docstring"""






   UpperCAmelCase__										=    string.ascii_letters + string.digits
   UpperCAmelCase__										=    [random.choice(_UpperCAmelCase ) for _ in range(random.randint(10						,		20 ) )]
   return password


  def 							SCREAMING_SNAKE_CASE__			(						self    :	Tuple ):






   """simple docstring"""






   UpperCAmelCase__										=    (
       string.ascii_letters + string.digits + string.punctuation + """ \t\n"""
   )

   UpperCAmelCase__										=    []

   # creates points known as breakpoints to break the key_list_options at those
   # points and pivot each substring
   UpperCAmelCase__										=    sorted(set(self.__passcode ) )
   UpperCAmelCase__										=    []

   # algorithm for creating a new shuffled list, keys_l, out of key_list_options
   for i in key_list_options:
    temp_list.extend(_UpperCAmelCase )

    # checking breakpoints at which to pivot temporary sublist and add it into
    # keys_l
    if i in breakpoints or i == key_list_options[-1]:
     keys_l.extend(temp_list[::-1] )
     temp_list.clear()

        # returning a shuffled keys_l to prevent brute force guessing of shift key
   return keys_l


  def 							SCREAMING_SNAKE_CASE__			(						self    :	Tuple ):






   """simple docstring"""






   UpperCAmelCase__										=    sum(self.__neg_pos([ord(_UpperCAmelCase ) for x in self.__passcode] ) )
   return num if num > 0 else len(self.__passcode )


  def 							SCREAMING_SNAKE_CASE__			(						self    :	Optional[Any]						,		_UpperCAmelCase    :	str ):






   """simple docstring"""






   UpperCAmelCase__										=    """"""

   # decoding shift like Caesar cipher algorithm implementing negative shift or
   # reverse shift or left shift
   for i in encoded_message:
    UpperCAmelCase__										=    self.__key_list.index(_UpperCAmelCase )
    decoded_message += self.__key_list[
        (position - self.__shift_key) % -len(self.__key_list )
    ]

   return decoded_message



  def 							SCREAMING_SNAKE_CASE__			(						self    :	List[str]						,		_UpperCAmelCase    :	str ):






   """simple docstring"""






   UpperCAmelCase__										=    """"""

   # encoding shift like Caesar cipher algorithm implementing positive shift or
   # forward shift or right shift
   for i in plaintext:
    UpperCAmelCase__										=    self.__key_list.index(_UpperCAmelCase )
    encoded_message += self.__key_list[
        (position + self.__shift_key) % len(self.__key_list )
    ]

   return encoded_message

def    _UpperCamelCase      (				SCREAMING_SNAKE_CASE__			:      str = "Hello, this is a modified Caesar cipher"       ):
 '''simple docstring'''





 UpperCAmelCase__										=    ShuffledShiftCipher()
 return cipa.decrypt(cipa.encrypt(SCREAMING_SNAKE_CASE__       )       )


if __name__ == "__main__":
    import doctest

    doctest.testmod()
