

"""simple docstring"""





from pathlib import Path
from typing import List

from transformers import is_torch_available, is_vision_available
from transformers.testing_utils import get_tests_dir, is_tool_test
from transformers.tools.agent_types import AGENT_TYPE_MAPPING, AgentAudio, AgentImage, AgentText


if is_torch_available():
							import torch

if is_vision_available():
							from PIL import Image


__UpperCamelCase  :      int							      =		['''text''', '''image''', '''audio''']

def   __SCREAMING_SNAKE_CASE  (      A_ ):
	lowerCAmelCase__	:						List[str]  				=	[]

	for input_type in input_types:
		if input_type == "text":
			inputs.append('''Text input''' )
		elif input_type == "image":
			inputs.append(
			    Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO''' ) ) / '''000000039769.png''' ).resize((5_12, 5_12) ) )
		elif input_type == "audio":
			inputs.append(torch.ones(30_00 ) )
		elif isinstance(SCREAMING_SNAKE_CASE_						,     SCREAMING_SNAKE_CASE_ ):
			inputs.append(create_inputs(SCREAMING_SNAKE_CASE_ ) )
		else:
			raise ValueError(f'Invalid type requested: {input_type}' )

	return inputs

def   __SCREAMING_SNAKE_CASE  (      A_ ):
	lowerCAmelCase__	:						List[str]  				=	[]

	for output in outputs:
		if isinstance(SCREAMING_SNAKE_CASE_						,     (str, AgentText) ):
			output_types.append('''text''' )
		elif isinstance(SCREAMING_SNAKE_CASE_						,     (Image.Image, AgentImage) ):
			output_types.append('''image''' )
		elif isinstance(SCREAMING_SNAKE_CASE_						,     (torch.Tensor, AgentAudio) ):
			output_types.append('''audio''' )
		else:
			raise ValueError(f'Invalid output: {output}' )

	return output_types







@is_tool_test
class 				SCREAMING_SNAKE_CASE					:






					"""simple docstring"""



					def        __lowerCAmelCase (       self			:				str		):
						self.assertTrue(hasattr(self.tool   ,'''inputs'''		)		)
						self.assertTrue(hasattr(self.tool   ,'''outputs'''		)		)

						lowerCAmelCase__	:						List[Any]  				=	self.tool.inputs
						for _input in inputs:
							if isinstance(_input   ,lowerCAmelCase__		):
								for __input in _input:
									self.assertTrue(__input in authorized_types		)
							else:
								self.assertTrue(_input in authorized_types		)

						lowerCAmelCase__	:						List[Any]  				=	self.tool.outputs
						for _output in outputs:
							self.assertTrue(_output in authorized_types		)







					def        __lowerCAmelCase (       self			:				List[Any]		):
						lowerCAmelCase__	:						List[str]  				=	create_inputs(self.tool.inputs		)
						lowerCAmelCase__	:						int  				=	self.tool(*lowerCAmelCase__		)

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

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







					def        __lowerCAmelCase (       self			:				Any		):
						self.assertTrue(hasattr(self.tool   ,'''description'''		)		)
						self.assertTrue(hasattr(self.tool   ,'''default_checkpoint'''		)		)
						self.assertTrue(self.tool.description.startswith('''This is a tool that'''		)		)







					def        __lowerCAmelCase (       self			:				Any		):
						lowerCAmelCase__	:						List[str]  				=	create_inputs(self.tool.inputs		)
						lowerCAmelCase__	:						List[str]  				=	self.tool(*lowerCAmelCase__		)

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

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

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







					def        __lowerCAmelCase (       self			:				List[Any]		):
						lowerCAmelCase__	:						str  				=	create_inputs(self.tool.inputs		)

						lowerCAmelCase__	:						Any  				=	[]

						for _input, input_type in zip(lowerCAmelCase__   ,self.tool.inputs		):
							if isinstance(lowerCAmelCase__   ,lowerCAmelCase__		):
								_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__	:						Union[str, Any]  				=	self.tool(*lowerCAmelCase__		)

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

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








"""simple docstring"""




from __future__ import annotations

import math
import random
from collections.abc import Collection
from typing import overload
class 					lowerCAmelCase	:




		'''simple docstring'''







		def __init__(	self						,       lowerCAmelCase__ = None				)     ->							None:
								if components is None:
														SCREAMING_SNAKE_CASE													=					[]
								SCREAMING_SNAKE_CASE													=					list(lowerCAmelCase__				)







		def __len__(	self				)     ->							int:
								return len(self.__components				)







		def __str__(	self				)     ->							str:
								return "(" + ",".join(map(lowerCAmelCase__						,       self.__components				)				) + ")"







		def __add__(	self						,       lowerCAmelCase__				)     ->							Vector:
								SCREAMING_SNAKE_CASE													=					len(self				)
								if size == len(lowerCAmelCase__				):
														SCREAMING_SNAKE_CASE													=					[self.__components[i] + other.component(lowerCAmelCase__				) for i in range(lowerCAmelCase__				)]
														return Vector(lowerCAmelCase__				)
								else:
														raise Exception('must have the same size'				)







		def __sub__(	self						,       lowerCAmelCase__				)     ->							Vector:
								SCREAMING_SNAKE_CASE													=					len(self				)
								if size == len(lowerCAmelCase__				):
														SCREAMING_SNAKE_CASE													=					[self.__components[i] - other.component(lowerCAmelCase__				) for i in range(lowerCAmelCase__				)]
														return Vector(lowerCAmelCase__				)
								else:  # error case
														raise Exception('must have the same size'				)







		@overload
		def __mul__(	self						,       lowerCAmelCase__				)     ->							Vector:
								...







		@overload
		def __mul__(	self						,       lowerCAmelCase__				)     ->							float:
								...







		def __mul__(	self						,       lowerCAmelCase__				)     ->							float | Vector:
								if isinstance(lowerCAmelCase__						,       (float, int)				):
														SCREAMING_SNAKE_CASE													=					[c * other for c in self.__components]
														return Vector(lowerCAmelCase__				)
								elif isinstance(lowerCAmelCase__						,       lowerCAmelCase__				) and len(self				) == len(lowerCAmelCase__				):
														SCREAMING_SNAKE_CASE													=					len(self				)
														SCREAMING_SNAKE_CASE													=					[self.__components[i] * other.component(lowerCAmelCase__				) for i in range(lowerCAmelCase__				)]
														return sum(lowerCAmelCase__				)
								else:  # error case
														raise Exception('invalid operand!'				)







		def 							__A						(	self				)     ->							Vector:
								return Vector(self.__components				)







		def 							__A						(	self						,       lowerCAmelCase__				)     ->							float:
								if isinstance(lowerCAmelCase__						,       lowerCAmelCase__				) and -len(self.__components				) <= i < len(self.__components				):
														return self.__components[i]
								else:
														raise Exception('index out of range'				)







		def 							__A						(	self						,       lowerCAmelCase__						,       lowerCAmelCase__				)     ->							None:
								assert -len(self.__components				) <= pos < len(self.__components				)
								SCREAMING_SNAKE_CASE													=					value







		def 							__A						(	self				)     ->							float:
								if len(self.__components				) == 0:
														raise Exception('Vector is empty'				)
								SCREAMING_SNAKE_CASE													=					[c**2 for c in self.__components]
								return math.sqrt(sum(lowerCAmelCase__				)				)







		def 							__A						(	self						,       lowerCAmelCase__						,       lowerCAmelCase__ = False				)     ->							float:
								SCREAMING_SNAKE_CASE													=					self * other
								SCREAMING_SNAKE_CASE													=					self.euclidean_length() * other.euclidean_length()
								if deg:
														return math.degrees(math.acos(num / den				)				)
								else:
														return math.acos(num / den				)





def     lowercase			(SCREAMING_SNAKE_CASE_		:				int  )   ->						Vector:
						assert isinstance(SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_  )
						return Vector([0] * dimension  )


def     lowercase			(SCREAMING_SNAKE_CASE_		:				int ,			SCREAMING_SNAKE_CASE_		:				int  )   ->						Vector:
						assert isinstance(SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_  ) and (isinstance(SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_  ))
						SCREAMING_SNAKE_CASE													=					[0] * dimension
						SCREAMING_SNAKE_CASE													=					1
						return Vector(SCREAMING_SNAKE_CASE_  )


def     lowercase			(SCREAMING_SNAKE_CASE_		:				float ,			SCREAMING_SNAKE_CASE_		:				Vector ,			SCREAMING_SNAKE_CASE_		:				Vector  )   ->						Vector:
						assert (
						    isinstance(SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_  )
						    and isinstance(SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_  )
						    and (isinstance(SCREAMING_SNAKE_CASE_ ,			(int, float)  ))
						)
						return x * scalar + y


def     lowercase			(SCREAMING_SNAKE_CASE_		:				int ,			SCREAMING_SNAKE_CASE_		:				int ,			SCREAMING_SNAKE_CASE_		:				int  )   ->						Vector:
						random.seed(SCREAMING_SNAKE_CASE_  )
						SCREAMING_SNAKE_CASE													=					[random.randint(SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_  ) for _ in range(SCREAMING_SNAKE_CASE_  )]
						return Vector(SCREAMING_SNAKE_CASE_  )
class 					lowerCAmelCase	:




		'''simple docstring'''







		def __init__(	self						,       lowerCAmelCase__						,       lowerCAmelCase__						,       lowerCAmelCase__				)     ->							None:
								SCREAMING_SNAKE_CASE													=					matrix
								SCREAMING_SNAKE_CASE													=					w
								SCREAMING_SNAKE_CASE													=					h







		def __str__(	self				)     ->							str:
								SCREAMING_SNAKE_CASE													=					''
								for i in range(self.__height				):
														ans += "|"
														for j in range(self.__width				):
																				if j < self.__width - 1:
																										ans += str(self.__matrix[i][j]				) + ","
																				else:
																										ans += str(self.__matrix[i][j]				) + "|\n"
								return ans







		def __add__(	self						,       lowerCAmelCase__				)     ->							Matrix:
								if self.__width == other.width() and self.__height == other.height():
														SCREAMING_SNAKE_CASE													=					[]
														for i in range(self.__height				):
																				SCREAMING_SNAKE_CASE													=					[
																				    self.__matrix[i][j] + other.component(lowerCAmelCase__						,       lowerCAmelCase__				)
																				    for j in range(self.__width				)
																				]
																				matrix.append(lowerCAmelCase__				)
														return Matrix(lowerCAmelCase__						,       self.__width						,       self.__height				)
								else:
														raise Exception('matrix must have the same dimension!'				)







		def __sub__(	self						,       lowerCAmelCase__				)     ->							Matrix:
								if self.__width == other.width() and self.__height == other.height():
														SCREAMING_SNAKE_CASE													=					[]
														for i in range(self.__height				):
																				SCREAMING_SNAKE_CASE													=					[
																				    self.__matrix[i][j] - other.component(lowerCAmelCase__						,       lowerCAmelCase__				)
																				    for j in range(self.__width				)
																				]
																				matrix.append(lowerCAmelCase__				)
														return Matrix(lowerCAmelCase__						,       self.__width						,       self.__height				)
								else:
														raise Exception('matrices must have the same dimension!'				)







		@overload
		def __mul__(	self						,       lowerCAmelCase__				)     ->							Matrix:
								...







		@overload
		def __mul__(	self						,       lowerCAmelCase__				)     ->							Vector:
								...







		def __mul__(	self						,       lowerCAmelCase__				)     ->							Vector | Matrix:
								if isinstance(lowerCAmelCase__						,       lowerCAmelCase__				):  # matrix-vector
														if len(lowerCAmelCase__				) == self.__width:
																				SCREAMING_SNAKE_CASE													=					zero_vector(self.__height				)
																				for i in range(self.__height				):
																										SCREAMING_SNAKE_CASE													=					[
																										    self.__matrix[i][j] * other.component(lowerCAmelCase__				)
																										    for j in range(self.__width				)
																										]
																										ans.change_component(lowerCAmelCase__						,       sum(lowerCAmelCase__				)				)
																				return ans
														else:
																				raise Exception(
																				    'vector must have the same size as the '
																				    'number of columns of the matrix!'				)
								elif isinstance(lowerCAmelCase__						,       (int, float)				):  # matrix-scalar
														SCREAMING_SNAKE_CASE													=					[
														    [self.__matrix[i][j] * other for j in range(self.__width				)]
														    for i in range(self.__height				)
														]
														return Matrix(lowerCAmelCase__						,       self.__width						,       self.__height				)
								return None







		def 							__A						(	self				)     ->							int:
								return self.__height







		def 							__A						(	self				)     ->							int:
								return self.__width







		def 							__A						(	self						,       lowerCAmelCase__						,       lowerCAmelCase__				)     ->							float:
								if 0 <= x < self.__height and 0 <= y < self.__width:
														return self.__matrix[x][y]
								else:
														raise Exception('change_component: indices out of bounds'				)







		def 							__A						(	self						,       lowerCAmelCase__						,       lowerCAmelCase__						,       lowerCAmelCase__				)     ->							None:
								if 0 <= x < self.__height and 0 <= y < self.__width:
														SCREAMING_SNAKE_CASE													=					value
								else:
														raise Exception('change_component: indices out of bounds'				)







		def 							__A						(	self						,       lowerCAmelCase__						,       lowerCAmelCase__				)     ->							float:
								if self.__height != self.__width:
														raise Exception('Matrix is not square'				)
								SCREAMING_SNAKE_CASE													=					self.__matrix[:x] + self.__matrix[x + 1 :]
								for i in range(len(lowerCAmelCase__				)				):
														SCREAMING_SNAKE_CASE													=					minor[i][:y] + minor[i][y + 1 :]
								return Matrix(lowerCAmelCase__						,       self.__width - 1						,       self.__height - 1				).determinant()







		def 							__A						(	self						,       lowerCAmelCase__						,       lowerCAmelCase__				)     ->							float:
								if self.__height != self.__width:
														raise Exception('Matrix is not square'				)
								if 0 <= x < self.__height and 0 <= y < self.__width:
														return (-1) ** (x + y) * self.minor(lowerCAmelCase__						,       lowerCAmelCase__				)
								else:
														raise Exception('Indices out of bounds'				)







		def 							__A						(	self				)     ->							float:
								if self.__height != self.__width:
														raise Exception('Matrix is not square'				)
								if self.__height < 1:
														raise Exception('Matrix has no element'				)
								elif self.__height == 1:
														return self.__matrix[0][0]
								elif self.__height == 2:
														return (
														    self.__matrix[0][0] * self.__matrix[1][1]
														    - self.__matrix[0][1] * self.__matrix[1][0]
														)
								else:
														SCREAMING_SNAKE_CASE													=					[
														    self.__matrix[0][y] * self.cofactor(0						,       lowerCAmelCase__				) for y in range(self.__width				)
														]
														return sum(lowerCAmelCase__				)





def     lowercase			(SCREAMING_SNAKE_CASE_		:				int  )   ->						Matrix:
						SCREAMING_SNAKE_CASE													=					[[0] * n for _ in range(SCREAMING_SNAKE_CASE_  )]
						return Matrix(SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_  )


def     lowercase			(SCREAMING_SNAKE_CASE_		:				int ,			SCREAMING_SNAKE_CASE_		:				int ,			SCREAMING_SNAKE_CASE_		:				int ,			SCREAMING_SNAKE_CASE_		:				int  )   ->						Matrix:
						random.seed(SCREAMING_SNAKE_CASE_  )
						SCREAMING_SNAKE_CASE													=					[
						    [random.randint(SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_  ) for _ in range(SCREAMING_SNAKE_CASE_  )] for _ in range(SCREAMING_SNAKE_CASE_  )
						]
						return Matrix(SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_ ,			SCREAMING_SNAKE_CASE_  )


