
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__        =						1000







class 	A__				:






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






							'''simple docstring'''







							if isinstance(a       ,	torch.Tensor  ):
										lowerCAmelCase__ : Tuple   =						img.numpy().astype('np.uint8'  )
							if isinstance(a       ,	a  ):
										lowerCAmelCase__ : Union[str, Any]   =						img_tensorize(a  )
							assert isinstance(a       ,	np.ndarray  )

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

							lowerCAmelCase__ : List[str]   =						saveas
							lowerCAmelCase__ : List[Any]   =						rgb
							lowerCAmelCase__ : Optional[int]   =						pynb
							lowerCAmelCase__ : Any   =						img
							lowerCAmelCase__ : List[Any]   =						edgecolor
							lowerCAmelCase__ : List[str]   =						0.5
							lowerCAmelCase__ : List[Any]   =						linestyle
							lowerCAmelCase__ : List[str]   =						int(np.sqrt(min(a       ,	a  )  ) * scale // 3  )
							lowerCAmelCase__ : Union[str, Any]   =						width
							lowerCAmelCase__ : Dict   =						height
							lowerCAmelCase__ : Tuple   =						scale
							lowerCAmelCase__ : List[Any]   =						fig
							lowerCAmelCase__ : Optional[int]   =						ax
							lowerCAmelCase__ : List[Any]   =						pad
							lowerCAmelCase__ : Optional[Any]   =						idaobj
							lowerCAmelCase__ : Tuple   =						idaattr
							lowerCAmelCase__ : Optional[int]   =						FigureCanvasAgg(a  )






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






							'''simple docstring'''







							if color is None:
										lowerCAmelCase__ : Tuple   =						self.edgecolor
							((lowerCAmelCase__) ,							(lowerCAmelCase__) ,							(lowerCAmelCase__) ,							(lowerCAmelCase__)) : Dict   =						box
							lowerCAmelCase__ : Tuple   =						xa - xa
							lowerCAmelCase__ : Optional[int]   =						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   : str       ,	a   : List[str]       ,	a   : Dict=None       ,	a   : Optional[int]=None       ,	a   : Optional[int]=None       ,	a   : Union[str, Any]=None  ):






							'''simple docstring'''







							if len(boxes.shape  ) > 2:
										lowerCAmelCase__ : Optional[int]   =						boxes[0]
							if len(obj_ids.shape  ) > 1:
										lowerCAmelCase__ : Optional[Any]   =						obj_ids[0]
							if len(obj_scores.shape  ) > 1:
										lowerCAmelCase__ : List[str]   =						obj_scores[0]
							if len(attr_ids.shape  ) > 1:
										lowerCAmelCase__ : Dict   =						attr_ids[0]
							if len(attr_scores.shape  ) > 1:
										lowerCAmelCase__ : Tuple   =						attr_scores[0]
							if isinstance(a       ,	torch.Tensor  ):
										lowerCAmelCase__ : Union[str, Any]   =						boxes.numpy()
							if isinstance(a       ,	a  ):
										lowerCAmelCase__ : List[Any]   =						np.array(a  )
							assert isinstance(a       ,	np.ndarray  )
							lowerCAmelCase__ : Dict   =						np.prod(boxes[:, 2:] - boxes[:, :2]       ,	axis=1  )
							lowerCAmelCase__ : Dict   =						np.argsort(-areas  ).tolist()
							lowerCAmelCase__ : Dict   =						boxes[sorted_idxs] if boxes is not None else None
							lowerCAmelCase__ : List[str]   =						obj_ids[sorted_idxs] if obj_ids is not None else None
							lowerCAmelCase__ : Dict   =						obj_scores[sorted_idxs] if obj_scores is not None else None
							lowerCAmelCase__ : List[str]   =						attr_ids[sorted_idxs] if attr_ids is not None else None
							lowerCAmelCase__ : Union[str, Any]   =						attr_scores[sorted_idxs] if attr_scores is not None else None

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






				def 				_lowerCamelCase						(		self   : Optional[Any]       ,	a   : Dict       ,	a   : str       ,	a   : int  ):






							'''simple docstring'''







							lowerCAmelCase__ ,							lowerCAmelCase__ ,							lowerCAmelCase__ ,							lowerCAmelCase__ : Dict   =						box
							lowerCAmelCase__ : str   =						(xa, ya)
							lowerCAmelCase__ : List[Any]   =						(ya - ya) * (xa - xa)
							lowerCAmelCase__ : List[str]   =						_SMALL_OBJ * self.scale
							if instance_area < small or ya - ya < 40 * self.scale:
										if ya >= self.height - 5:
													lowerCAmelCase__ : Optional[Any]   =						(xa, ya)
										else:
													lowerCAmelCase__ : str   =						(xa, ya)

							lowerCAmelCase__ : str   =						(ya - ya) / np.sqrt(self.height * self.width  )
							lowerCAmelCase__ : List[str]   =						self._change_color_brightness(a       ,	brightness_factor=0.7  )
							lowerCAmelCase__ : Union[str, Any]   =						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=a       ,	position=a       ,	color=a       ,	)






				def 				_lowerCamelCase						(		self   : Dict       ,	a   : List[Any]       ,	a   : Tuple       ,	a   : List[Any]="g"       ,	a   : Dict="left"       ,	):






							'''simple docstring'''







							lowerCAmelCase__ : List[Any]   =						0
							lowerCAmelCase__ : List[str]   =						self.font_size
							lowerCAmelCase__ : Optional[int]   =						np.maximum(list(mplc.to_rgb(a  )  )       ,	0.2  )
							lowerCAmelCase__ : int   =						max(0.8       ,	np.max(a  )  )
							lowerCAmelCase__ : List[str]   =						{
							    'facecolor': 'black',
							    'alpha': self.alpha,
							    'pad': self.pad,
							    'edgecolor': 'none',
							}
							lowerCAmelCase__ ,							lowerCAmelCase__ : Dict   =						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[int]       ,	a   : Any=None  ):






							'''simple docstring'''







							if saveas is None:
										lowerCAmelCase__ : Tuple   =						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   : Optional[int]       ,	a   : Tuple       ,	a   : List[Any]       ,	a   : str       ,	a   : Any  ):






							'''simple docstring'''







							lowerCAmelCase__ : Any   =						[self.idaobj[i] for i in classes]
							lowerCAmelCase__ : Dict   =						[self.idaattr[i] for i in attr_classes]
							lowerCAmelCase__ : Optional[Any]   =						[
							    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   : Optional[int]       ,	a   : Union[str, Any]       ,	a   : Tuple  ):






							'''simple docstring'''







							lowerCAmelCase__ : Union[str, Any]   =						[self.idaobj[i] for i in classes]
							if scores is not None:
										if labels is None:
													lowerCAmelCase__ : int   =						['{:.0f}%'.format(s * 100  ) for s in scores]
										else:
													lowerCAmelCase__ : List[Any]   =						['{} {:.0f}%'.format(a       ,	s * 100  ) for li, s in zip(a       ,	a  )]
							return labels






				def 				_lowerCamelCase						(		self   : Optional[Any]       ,	a   : str=255  ):






							'''simple docstring'''







							lowerCAmelCase__ : List[str]   =						np.random.randint(0       ,	len(_COLORS  )  )
							lowerCAmelCase__ : Dict   =						_COLORS[idx] * maximum
							if not self.rgb:
										lowerCAmelCase__ : Union[str, Any]   =						ret[::-1]
							return ret






				def 				_lowerCamelCase						(		self   : Optional[Any]  ):






							'''simple docstring'''







							if not self.pynb:
										lowerCAmelCase__ ,							lowerCAmelCase__ : Union[str, Any]   =						self.canvas.print_to_buffer()
										if (width, height) != (self.width, self.height):
													lowerCAmelCase__ : int   =						cva.resize(self.img       ,	(width, height)  )
										else:
													lowerCAmelCase__ : str   =						self.img
							else:
										lowerCAmelCase__ : Dict   =						io.BytesIO()  # works for cairo backend
										self.canvas.print_rgba(a  )
										lowerCAmelCase__ ,							lowerCAmelCase__ : Union[str, Any]   =						self.width, self.height
										lowerCAmelCase__ : str   =						buf.getvalue()
										lowerCAmelCase__ : Union[str, Any]   =						self.img

							lowerCAmelCase__ : List[str]   =						np.frombuffer(a       ,	dtype='uint8'  )
							lowerCAmelCase__ : int   =						buffer.reshape(a       ,	a       ,	4  )
							lowerCAmelCase__ ,							lowerCAmelCase__ : int   =						np.split(a       ,	[3]       ,	axis=2  )

							try:
										import numexpr as ne  # fuse them with numexpr

										lowerCAmelCase__ : Optional[int]   =						ne.evaluate('img * (1 - alpha / 255.0) + rgb * (alpha / 255.0)'  )
							except ImportError:
										lowerCAmelCase__ : Optional[Any]   =						alpha.astype('float32'  ) / 2_5_5.0
										lowerCAmelCase__ : Dict   =						img * (1 - alpha) + rgb * alpha

							return visualized_image.astype('uint8'  )






				def 				_lowerCamelCase						(		self   : Dict       ,	a   : List[Any]       ,	a   : Optional[Any]  ):






							'''simple docstring'''







							assert brightness_factor >= -1.0 and brightness_factor <= 1.0
							lowerCAmelCase__ : str   =						mplc.to_rgb(a  )
							lowerCAmelCase__ : Dict   =						colorsys.rgb_to_hls(*mplc.to_rgb(a  )  )
							lowerCAmelCase__ : Union[str, Any]   =						polygon_color[1] + (brightness_factor * polygon_color[1])
							lowerCAmelCase__ : Any   =						0.0 if modified_lightness < 0.0 else modified_lightness
							lowerCAmelCase__ : List[str]   =						1.0 if modified_lightness > 1.0 else modified_lightness
							lowerCAmelCase__ : Dict   =						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)
)

import unittest

from diffusers import __version__
from diffusers.utils import deprecate







class 	A__				(	unittest.TestCase      ):
				lowercase            =    '.'.join([str(int(__version__.split('.'      )[0]      ) + 1      )] + __version__.split('.'      )[1:]      )
				lowercase            =    '0.0.1'






				def 				_lowerCamelCase						(		self   : Dict  ):






							'''simple docstring'''







							lowerCAmelCase__ : Tuple   =						{'deprecated_arg': 4}

							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ : Optional[int]   =						deprecate('deprecated_arg'       ,	self.higher_version       ,	'message'       ,	take_from=a  )

							assert output == 4
							assert (
							    str(warning.warning  )
							    == f'''The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'''
							    " message"
							)






				def 				_lowerCamelCase						(		self   : Tuple  ):






							'''simple docstring'''







							lowerCAmelCase__ : Dict   =						{'deprecated_arg': 4}

							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ : Optional[Any]   =						deprecate(('deprecated_arg', self.higher_version, 'message')       ,	take_from=a  )

							assert output == 4
							assert (
							    str(warning.warning  )
							    == f'''The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'''
							    " message"
							)






				def 				_lowerCamelCase						(		self   : Tuple  ):






							'''simple docstring'''







							lowerCAmelCase__ : Any   =						{'deprecated_arg_1': 4, 'deprecated_arg_2': 8}
							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ ,							lowerCAmelCase__ : List[str]   =						deprecate(
										    ('deprecated_arg_1', self.higher_version, 'Hey')       ,	('deprecated_arg_2', self.higher_version, 'Hey')       ,	take_from=a       ,	)
							assert output_a == 4
							assert output_a == 8
							assert (
							    str(warning.warnings[0].message  )
							    == "The `deprecated_arg_1` argument is deprecated and will be removed in version"
							    f''' {self.higher_version}. Hey'''
							)
							assert (
							    str(warning.warnings[1].message  )
							    == "The `deprecated_arg_2` argument is deprecated and will be removed in version"
							    f''' {self.higher_version}. Hey'''
							)






				def 				_lowerCamelCase						(		self   : Union[str, Any]  ):






							'''simple docstring'''







							lowerCAmelCase__ : Optional[int]   =						{'deprecated_arg': 4}

							with self.assertRaises(a  ) as error:
										deprecate(('wrong_arg', self.higher_version, 'message')       ,	take_from=a  )

							assert "test_deprecate_function_incorrect_arg in" in str(error.exception  )
							assert "line" in str(error.exception  )
							assert "got an unexpected keyword argument `deprecated_arg`" in str(error.exception  )






				def 				_lowerCamelCase						(		self   : int  ):






							'''simple docstring'''







							with self.assertWarns(a  ) as warning:
										deprecate(('deprecated_arg', self.higher_version, 'message')  )

							assert (
							    str(warning.warning  )
							    == f'''`deprecated_arg` is deprecated and will be removed in version {self.higher_version}. message'''
							)






				def 				_lowerCamelCase						(		self   : int  ):






							'''simple docstring'''







							with self.assertWarns(a  ) as warning:
										deprecate(
										    ('deprecated_arg_1', self.higher_version, 'Hey')       ,	('deprecated_arg_2', self.higher_version, 'Hey')       ,	)
							assert (
							    str(warning.warnings[0].message  )
							    == f'''`deprecated_arg_1` is deprecated and will be removed in version {self.higher_version}. Hey'''
							)
							assert (
							    str(warning.warnings[1].message  )
							    == f'''`deprecated_arg_2` is deprecated and will be removed in version {self.higher_version}. Hey'''
							)






				def 				_lowerCamelCase						(		self   : Optional[Any]  ):






							'''simple docstring'''







							class 	A__				:
											lowercase            =    5

							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ : List[str]   =						deprecate(('arg', self.higher_version, 'message')       ,	take_from=Args()  )

							assert arg == 5
							assert (
							    str(warning.warning  )
							    == f'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
							)






				def 				_lowerCamelCase						(		self   : str  ):






							'''simple docstring'''







							class 	A__				:
											lowercase            =    5
											lowercase            =    7

							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ ,							lowerCAmelCase__ : List[str]   =						deprecate(
										    ('arg', self.higher_version, 'message')       ,	('foo', self.higher_version, 'message')       ,	('does not exist', self.higher_version, 'message')       ,	take_from=Args()       ,	)

							assert arg_a == 5
							assert arg_a == 7
							assert (
							    str(warning.warning  )
							    == f'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
							)
							assert (
							    str(warning.warnings[0].message  )
							    == f'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
							)
							assert (
							    str(warning.warnings[1].message  )
							    == f'''The `foo` attribute is deprecated and will be removed in version {self.higher_version}. message'''
							)






				def 				_lowerCamelCase						(		self   : Union[str, Any]  ):






							'''simple docstring'''







							lowerCAmelCase__ : List[str]   =						{'deprecated_arg': 4}

							with self.assertRaises(a  ) as error:
										deprecate(('wrong_arg', self.lower_version, 'message')       ,	take_from=a  )

							assert (
							    str(error.exception  )
							    == "The deprecation tuple ('wrong_arg', '0.0.1', 'message') should be removed since diffusers' version"
							    f''' {__version__} is >= {self.lower_version}'''
							)






				def 				_lowerCamelCase						(		self   : Dict  ):






							'''simple docstring'''







							with self.assertWarns(a  ) as warning:
										deprecate(('deprecated_arg', self.higher_version, 'This message is better!!!')       ,	standard_warn=a  )

							assert str(warning.warning  ) == "This message is better!!!"






				def 				_lowerCamelCase						(		self   : int  ):






							'''simple docstring'''







							with self.assertWarns(a  ) as warning:
										deprecate(('deprecated_arg', self.higher_version, 'This message is better!!!')       ,	standard_warn=a  )
							assert str(warning.warning  ) == "This message is better!!!"
							assert "diffusers/tests/others/test_utils.py" in warning.filename