
'''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__				:	Dict					=						10_00






class 				A       :





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


				"""simple docstring"""

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

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

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





	def 							__SCREAMING_SNAKE_CASE					(   self     :    Tuple ,							__magic_name__     :    Any ,							__magic_name__     :    Tuple=None							):


				"""simple docstring"""

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





	def 							__SCREAMING_SNAKE_CASE					(   self     :    str ,							__magic_name__     :    Optional[Any] ,							__magic_name__     :    Dict=None ,							__magic_name__     :    Tuple=None ,							__magic_name__     :    Any=None ,							__magic_name__     :    Union[str, Any]=None							):


				"""simple docstring"""

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

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





	def 							__SCREAMING_SNAKE_CASE					(   self     :    List[str] ,							__magic_name__     :    str ,							__magic_name__     :    List[str] ,							__magic_name__     :    Tuple							):


				"""simple docstring"""

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

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

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





	def 							__SCREAMING_SNAKE_CASE					(   self     :    Union[str, Any] ,							__magic_name__     :    str ,							__magic_name__     :    Dict ,							__magic_name__     :    List[str]="g" ,							__magic_name__     :    Optional[int]="left" ,							):


				"""simple docstring"""

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





	def 							__SCREAMING_SNAKE_CASE					(   self     :    Optional[int] ,							__magic_name__     :    Tuple=None							):


				"""simple docstring"""

				if saveas is None:
							lowerCAmelCase__									=							self.saveas
				if saveas.lower().endswith(".jpg"							) or saveas.lower().endswith(".png"							):
							cva.imwrite(
							    __magic_name__ ,							self._get_buffer()[:, :, ::-1] ,							)
				else:
							self.fig.savefig(__magic_name__							)





	def 							__SCREAMING_SNAKE_CASE					(   self     :    int ,							__magic_name__     :    Optional[int] ,							__magic_name__     :    List[Any] ,							__magic_name__     :    Union[str, Any] ,							__magic_name__     :    Optional[Any]							):


				"""simple docstring"""

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





	def 							__SCREAMING_SNAKE_CASE					(   self     :    List[str] ,							__magic_name__     :    List[str] ,							__magic_name__     :    Optional[Any]							):


				"""simple docstring"""

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





	def 							__SCREAMING_SNAKE_CASE					(   self     :    str ,							__magic_name__     :    int=255							):


				"""simple docstring"""

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





	def 							__SCREAMING_SNAKE_CASE					(   self     :    List[str]							):


				"""simple docstring"""

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

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

				try:
							import numexpr as ne  # fuse them with numexpr

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

				return visualized_image.astype("uint8"							)







	def 							__SCREAMING_SNAKE_CASE					(   self     :    List[str] ,							__magic_name__     :    str ,							__magic_name__     :    Dict							):


				"""simple docstring"""

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

UpperCAmelCase__				:	Union[str, 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)
)







'''simple docstring'''

import unittest

from transformers import load_tool
from transformers.tools.agent_types import AGENT_TYPE_MAPPING

from .test_tools_common import ToolTesterMixin, output_types






class 				A       (		unittest.TestCase					, SCREAMING_SNAKE_CASE__      ):





	def 							__SCREAMING_SNAKE_CASE					(   self     :    List[Any]							):


				"""simple docstring"""

				lowerCAmelCase__									=							load_tool("translation"							)
				self.tool.setup()
				lowerCAmelCase__									=							load_tool("translation" ,							remote=__magic_name__							)





	def 							__SCREAMING_SNAKE_CASE					(   self     :    Tuple							):


				"""simple docstring"""

				lowerCAmelCase__									=							self.tool("Hey, what's up?" ,							src_lang="English" ,							tgt_lang="French"							)
				self.assertEqual(__magic_name__ ,							"- Hé, comment ça va?"							)





	def 							__SCREAMING_SNAKE_CASE					(   self     :    Optional[int]							):


				"""simple docstring"""

				lowerCAmelCase__									=							self.remote_tool("Hey, what's up?" ,							src_lang="English" ,							tgt_lang="French"							)
				self.assertEqual(__magic_name__ ,							"- Hé, comment ça va?"							)





	def 							__SCREAMING_SNAKE_CASE					(   self     :    List[Any]							):


				"""simple docstring"""

				lowerCAmelCase__									=							self.tool(text="Hey, what's up?" ,							src_lang="English" ,							tgt_lang="French"							)
				self.assertEqual(__magic_name__ ,							"- Hé, comment ça va?"							)





	def 							__SCREAMING_SNAKE_CASE					(   self     :    int							):


				"""simple docstring"""

				lowerCAmelCase__									=							self.remote_tool(text="Hey, what's up?" ,							src_lang="English" ,							tgt_lang="French"							)
				self.assertEqual(__magic_name__ ,							"- Hé, comment ça va?"							)





	def 							__SCREAMING_SNAKE_CASE					(   self     :    int							):


				"""simple docstring"""

				lowerCAmelCase__									=							["Hey, what's up?", "English", "Spanish"]
				lowerCAmelCase__									=							self.tool(*__magic_name__							)

				# There is a single output
				if len(self.tool.outputs							) == 1:
							lowerCAmelCase__									=							[outputs]

				self.assertListEqual(output_types(__magic_name__							) ,							self.tool.outputs							)





	def 							__SCREAMING_SNAKE_CASE					(   self     :    str							):


				"""simple docstring"""

				lowerCAmelCase__									=							["Hey, what's up?", "English", "Spanish"]
				lowerCAmelCase__									=							self.tool(*__magic_name__							)

				if not isinstance(__magic_name__ ,							__magic_name__							):
							lowerCAmelCase__									=							[outputs]

				self.assertEqual(len(__magic_name__							) ,							len(self.tool.outputs							)							)

				for output, output_type in zip(__magic_name__ ,							self.tool.outputs							):
							lowerCAmelCase__									=							AGENT_TYPE_MAPPING[output_type]
							self.assertTrue(isinstance(__magic_name__ ,							__magic_name__							)							)







	def 							__SCREAMING_SNAKE_CASE					(   self     :    int							):


				"""simple docstring"""

				lowerCAmelCase__									=							["Hey, what's up?", "English", "Spanish"]

				lowerCAmelCase__									=							[]

				for _input, input_type in zip(__magic_name__ ,							self.tool.inputs							):
							if isinstance(__magic_name__ ,							__magic_name__							):
										_inputs.append([AGENT_TYPE_MAPPING[_input_type](_input							) for _input_type in input_type]							)
							else:
										_inputs.append(AGENT_TYPE_MAPPING[input_type](_input							)							)

        # Should not raise an error
				lowerCAmelCase__									=							self.tool(*__magic_name__							)

				if not isinstance(__magic_name__ ,							__magic_name__							):
							lowerCAmelCase__									=							[outputs]

				self.assertEqual(len(__magic_name__							) ,							len(self.tool.outputs							)							)





