

'''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	:						str		,      lowerCAmelCase_	:						Collection[float] | None = None			)      ->		None:





									'''simple docstring'''
									if components is None:
															A__					:       Optional[Any]     =[]
									A__					:       Union[str, Any]     =list(lowerCAmelCase_			)


			def __len__(				self	:						Union[str, Any]			)      ->		int:





									'''simple docstring'''
									return len(self.__components			)


			def __str__(				self	:						Optional[Any]			)      ->		str:





									'''simple docstring'''
									return "(" + ",".join(map(lowerCAmelCase_		,      self.__components			)			) + ")"


			def __add__(				self	:						List[str]		,      lowerCAmelCase_	:						Vector			)      ->		Vector:





									'''simple docstring'''
									A__					:       str     =len(self			)
									if size == len(lowerCAmelCase_			):
															A__					:       Dict     =[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	:						Any		,      lowerCAmelCase_	:						Vector			)      ->		Vector:





									'''simple docstring'''
									A__					:       Optional[int]     =len(self			)
									if size == len(lowerCAmelCase_			):
															A__					:       Optional[Any]     =[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	:						Union[str, Any]		,      lowerCAmelCase_	:						float			)      ->		Vector:





									'''simple docstring'''
									...


			@overload
			def __mul__(				self	:						List[str]		,      lowerCAmelCase_	:						Vector			)      ->		float:





									'''simple docstring'''
									...


			def __mul__(				self	:						Any		,      lowerCAmelCase_	:						float | Vector			)      ->		float | Vector:





									'''simple docstring'''
									if isinstance(lowerCAmelCase_		,      (float, int)			):
															A__					:       Any     =[c * other for c in self.__components]
															return Vector(lowerCAmelCase_			)
									elif isinstance(lowerCAmelCase_		,      lowerCAmelCase_			) and len(self			) == len(lowerCAmelCase_			):
															A__					:       Tuple     =len(self			)
															A__					:       Tuple     =[self.__components[i] * other.component(lowerCAmelCase_			) for i in range(lowerCAmelCase_			)]
															return sum(lowerCAmelCase_			)
									else:  # error case
															raise Exception("""invalid operand!"""			)


			def lowercase__						(				self	:						Tuple			)      ->		Vector:





									'''simple docstring'''
									return Vector(self.__components			)


			def lowercase__						(				self	:						List[str]		,      lowerCAmelCase_	:						int			)      ->		float:





									'''simple docstring'''
									if isinstance(lowerCAmelCase_		,      lowerCAmelCase_			) and -len(self.__components			) <= i < len(self.__components			):
															return self.__components[i]
									else:
															raise Exception("""index out of range"""			)


			def lowercase__						(				self	:						Tuple		,      lowerCAmelCase_	:						int		,      lowerCAmelCase_	:						float			)      ->		None:





									'''simple docstring'''
									assert -len(self.__components			) <= pos < len(self.__components			)
									A__					:       str     =value


			def lowercase__						(				self	:						Dict			)      ->		float:





									'''simple docstring'''
									if len(self.__components			) == 0:
															raise Exception("""Vector is empty"""			)
									A__					:       Dict     =[c**2 for c in self.__components]
									return math.sqrt(sum(lowerCAmelCase_			)			)



			def lowercase__						(				self	:						str		,      lowerCAmelCase_	:						Vector		,      lowerCAmelCase_	:						bool = False			)      ->		float:





									'''simple docstring'''
									A__					:       str     =self * other
									A__					:       Optional[Any]     =self.euclidean_length() * other.euclidean_length()
									if deg:
															return math.degrees(math.acos(num / den			)			)
									else:
															return math.acos(num / den			)


def 						__lowerCamelCase	(       __snake_case					:		int	):






						"""simple docstring"""





						assert isinstance(__snake_case,		__snake_case	)
						return Vector([0] * dimension	)
def 						__lowerCamelCase	(       __snake_case					:		int,		__snake_case					:		int	):






						"""simple docstring"""





						assert isinstance(__snake_case,		__snake_case	) and (isinstance(__snake_case,		__snake_case	))
						A__					:       Optional[int]     =[0] * dimension
						A__					:       Dict     =1
						return Vector(__snake_case	)
def 						__lowerCamelCase	(       __snake_case					:		float,		__snake_case					:		Vector,		__snake_case					:		Vector	):






						"""simple docstring"""





						assert (
						    isinstance(__snake_case,		__snake_case	)
						    and isinstance(__snake_case,		__snake_case	)
						    and (isinstance(__snake_case,		(int, float)	))
						)
						return x * scalar + y
def 						__lowerCamelCase	(       __snake_case					:		int,		__snake_case					:		int,		__snake_case					:		int	):






						"""simple docstring"""





						random.seed(__snake_case	)
						A__					:       Optional[int]     =[random.randint(__snake_case,		__snake_case	) for _ in range(__snake_case	)]
						return Vector(__snake_case	)



class lowerCamelCase			:



			'''simple docstring'''






			def __init__(				self	:						Optional[int]		,      lowerCAmelCase_	:						list[list[float]]		,      lowerCAmelCase_	:						int		,      lowerCAmelCase_	:						int			)      ->		None:





									'''simple docstring'''
									A__					:       int     =matrix
									A__					:       Dict     =w
									A__					:       Dict     =h


			def __str__(				self	:						Tuple			)      ->		str:





									'''simple docstring'''
									A__					:       Any     =""""""
									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	:						List[str]		,      lowerCAmelCase_	:						Matrix			)      ->		Matrix:





									'''simple docstring'''
									if self.__width == other.width() and self.__height == other.height():
															A__					:       Dict     =[]
															for i in range(self.__height			):
																					A__					:       Any     =[
																					    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	:						int		,      lowerCAmelCase_	:						Matrix			)      ->		Matrix:





									'''simple docstring'''
									if self.__width == other.width() and self.__height == other.height():
															A__					:       str     =[]
															for i in range(self.__height			):
																					A__					:       Tuple     =[
																					    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	:						str		,      lowerCAmelCase_	:						float			)      ->		Matrix:





									'''simple docstring'''
									...


			@overload
			def __mul__(				self	:						Tuple		,      lowerCAmelCase_	:						Vector			)      ->		Vector:





									'''simple docstring'''
									...


			def __mul__(				self	:						List[Any]		,      lowerCAmelCase_	:						float | Vector			)      ->		Vector | Matrix:





									'''simple docstring'''
									if isinstance(lowerCAmelCase_		,      lowerCAmelCase_			):  # matrix-vector
															if len(lowerCAmelCase_			) == self.__width:
																					A__					:       int     =zero_vector(self.__height			)
																					for i in range(self.__height			):
																											A__					:       str     =[
																											    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
															A__					:       str     =[
															    [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 lowercase__						(				self	:						int			)      ->		int:





									'''simple docstring'''
									return self.__height


			def lowercase__						(				self	:						List[str]			)      ->		int:





									'''simple docstring'''
									return self.__width


			def lowercase__						(				self	:						List[Any]		,      lowerCAmelCase_	:						int		,      lowerCAmelCase_	:						int			)      ->		float:





									'''simple docstring'''
									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 lowercase__						(				self	:						Optional[int]		,      lowerCAmelCase_	:						int		,      lowerCAmelCase_	:						int		,      lowerCAmelCase_	:						float			)      ->		None:





									'''simple docstring'''
									if 0 <= x < self.__height and 0 <= y < self.__width:
															A__					:       Optional[Any]     =value
									else:
															raise Exception("""change_component: indices out of bounds"""			)


			def lowercase__						(				self	:						str		,      lowerCAmelCase_	:						int		,      lowerCAmelCase_	:						int			)      ->		float:





									'''simple docstring'''
									if self.__height != self.__width:
															raise Exception("""Matrix is not square"""			)
									A__					:       Union[str, Any]     =self.__matrix[:x] + self.__matrix[x + 1 :]
									for i in range(len(lowerCAmelCase_			)			):
															A__					:       Dict     =minor[i][:y] + minor[i][y + 1 :]
									return Matrix(lowerCAmelCase_		,      self.__width - 1		,      self.__height - 1			).determinant()


			def lowercase__						(				self	:						str		,      lowerCAmelCase_	:						int		,      lowerCAmelCase_	:						int			)      ->		float:





									'''simple docstring'''
									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 lowercase__						(				self	:						Dict			)      ->		float:





									'''simple docstring'''
									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:
															A__					:       str     =[
															    self.__matrix[0][y] * self.cofactor(0		,      lowerCAmelCase_			) for y in range(self.__width			)
															]
															return sum(lowerCAmelCase_			)


def 						__lowerCamelCase	(       __snake_case					:		int	):






						"""simple docstring"""





						A__					:       list[list[float]]     =[[0] * n for _ in range(__snake_case	)]
						return Matrix(__snake_case,		__snake_case,		__snake_case	)
def 						__lowerCamelCase	(       __snake_case					:		int,		__snake_case					:		int,		__snake_case					:		int,		__snake_case					:		int	):






						"""simple docstring"""





						random.seed(__snake_case	)
						A__					:       list[list[float]]     =[
						    [random.randint(__snake_case,		__snake_case	) for _ in range(__snake_case	)] for _ in range(__snake_case	)
						]
						return Matrix(__snake_case,		__snake_case,		__snake_case	)




'''simple docstring'''



from argparse import ArgumentParser

from .add_new_model import AddNewModelCommand
from .add_new_model_like import AddNewModelLikeCommand
from .convert import ConvertCommand
from .download import DownloadCommand
from .env import EnvironmentCommand
from .lfs import LfsCommands
from .pt_to_tf import PTtoTFCommand
from .run import RunCommand
from .serving import ServeCommand
from .user import UserCommands
def 						__lowerCamelCase	(       )	->							List[Any]:






						"""simple docstring"""





						A__					:       List[Any]     =ArgumentParser("""Transformers CLI tool""",		usage="""transformers-cli <command> [<args>]"""	)
						A__					:       List[Any]     =parser.add_subparsers(help="""transformers-cli command helpers"""	)

						# Register commands
						ConvertCommand.register_subcommand(__snake_case	)
						DownloadCommand.register_subcommand(__snake_case	)
						EnvironmentCommand.register_subcommand(__snake_case	)
						RunCommand.register_subcommand(__snake_case	)
						ServeCommand.register_subcommand(__snake_case	)
						UserCommands.register_subcommand(__snake_case	)
						AddNewModelCommand.register_subcommand(__snake_case	)
						AddNewModelLikeCommand.register_subcommand(__snake_case	)
						LfsCommands.register_subcommand(__snake_case	)
						PTtoTFCommand.register_subcommand(__snake_case	)

						# Let's go
						A__					:       List[str]     =parser.parse_args()

						if not hasattr(__snake_case,		"""func"""	):
												parser.print_help()
												exit(1	)

						# Run
						A__					:       Optional[Any]     =args.func(__snake_case	)
						service.run()


if __name__ == "__main__":
		main()

