

"""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


__lowerCAmelCase				      =   1_000
class 	_lowerCAmelCase    :

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

									"""simple docstring"""
									if isinstance(a ,		torch.Tensor    ):
											lowercase										=							img.numpy().astype('''np.uint8'''    )
									if isinstance(a ,		a    ):
											lowercase										=							img_tensorize(a    )
									assert isinstance(a ,		np.ndarray    )

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

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

							def 					_lowerCAmelCase  ( self       :    Union[str, Any] ,		a       :    Union[str, Any] ,		a       :    List[Any]=None    )   ->    Dict:

									"""simple docstring"""
									if color is None:
											lowercase										=							self.edgecolor
									((lowercase)					,  (lowercase)					,  (lowercase)					,  (lowercase))										=							box
									lowercase										=							xa - xa
									lowercase										=							ya - ya
									self.ax.add_patch(
									    mpl.patches.Rectangle(
									        (xa, ya) ,		a ,		a ,		fill=a ,		edgecolor=a ,		linewidth=self.font_size // 3 ,		alpha=self.alpha ,		linestyle=self.linestyle ,		)    )

							def 					_lowerCAmelCase  ( self       :    Dict ,		a       :    str ,		a       :    List[Any]=None ,		a       :    str=None ,		a       :    List[str]=None ,		a       :    Tuple=None    )   ->    Tuple:

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

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

							def 					_lowerCAmelCase  ( self       :    Optional[Any] ,		a       :    Union[str, Any] ,		a       :    str ,		a       :    List[Any]    )   ->    Optional[int]:

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

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

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

							def 					_lowerCAmelCase  ( self       :    List[str] ,		a       :    Optional[int] ,		a       :    int ,		a       :    Tuple="g" ,		a       :    str="left" ,		)   ->    Tuple:

									"""simple docstring"""
									lowercase										=							0
									lowercase										=							self.font_size
									lowercase										=							np.maximum(list(mplc.to_rgb(a    )    ) ,		0.2    )
									lowercase										=							max(0.8 ,		np.max(a    )    )
									lowercase										=							{
									    '''facecolor''': '''black''',
									    '''alpha''': self.alpha,
									    '''pad''': self.pad,
									    '''edgecolor''': '''none''',
									}
									lowercase					,  lowercase										=							position
									self.ax.text(
									    a ,		a ,		a ,		size=font_size * self.scale ,		family='''sans-serif''' ,		bbox=a ,		verticalalignment='''top''' ,		horizontalalignment=a ,		color=a ,		zorder=10 ,		rotation=a ,		)

							def 					_lowerCAmelCase  ( self       :    Optional[Any] ,		a       :    Optional[int]=None    )   ->    Optional[int]:

									"""simple docstring"""
									if saveas is None:
											lowercase										=							self.saveas
									if saveas.lower().endswith('''.jpg'''    ) or saveas.lower().endswith('''.png'''    ):
											cva.imwrite(
											    a ,		self._get_buffer()[:, :, ::-1] ,		)
									else:
											self.fig.savefig(a    )

							def 					_lowerCAmelCase  ( self       :    Any ,		a       :    str ,		a       :    Dict ,		a       :    Dict ,		a       :    List[str]    )   ->    Union[str, Any]:

									"""simple docstring"""
									lowercase										=							[self.idaobj[i] for i in classes]
									lowercase										=							[self.idaattr[i] for i in attr_classes]
									lowercase										=							[
									    f"""{label} {score:.2f} {attr} {attr_score:.2f}"""
									    for label, score, attr, attr_score in zip(a ,		a ,		a ,		a    )
									]
									return labels

							def 					_lowerCAmelCase  ( self       :    List[Any] ,		a       :    Union[str, Any] ,		a       :    Union[str, Any]    )   ->    int:

									"""simple docstring"""
									lowercase										=							[self.idaobj[i] for i in classes]
									if scores is not None:
											if labels is None:
													lowercase										=							['''{:.0f}%'''.format(s * 100    ) for s in scores]
											else:
													lowercase										=							['''{} {:.0f}%'''.format(a ,		s * 100    ) for li, s in zip(a ,		a    )]
									return labels

							def 					_lowerCAmelCase  ( self       :    Tuple ,		a       :    Dict=255    )   ->    List[str]:

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

							def 					_lowerCAmelCase  ( self       :    List[Any]    )   ->    Optional[int]:

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

									lowercase										=							np.frombuffer(a ,		dtype='''uint8'''    )
									lowercase										=							buffer.reshape(a ,		a ,		4    )
									lowercase					,  lowercase										=							np.split(a ,		[3] ,		axis=2    )

									try:
											import numexpr as ne  # fuse them with numexpr

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

									return visualized_image.astype('''uint8'''    )

							def 					_lowerCAmelCase  ( self       :    Tuple ,		a       :    List[str] ,		a       :    Tuple    )   ->    Any:

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




__lowerCAmelCase				      =   (
    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 typing import TYPE_CHECKING

from ...utils import _LazyModule


__lowerCAmelCase				      =   {'''tokenization_phobert''': ['''PhobertTokenizer''']}


if TYPE_CHECKING:
							from .tokenization_phobert import PhobertTokenizer

else:
							import sys

							__lowerCAmelCase				      =   _LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)