




'''simple docstring'''
from __future__ import annotations

from typing import Any
class   __UpperCAmelCase				:



					'''simple docstring'''





					def __init__(	self     :						Tuple      ,       _lowercase     :						int      ,       _lowercase     :						int      ,       _lowercase     :						float = 0)    ->							None:
								A_		, A_									= row, column
								A_									= [[default_value for c in range(_lowercase)] for r in range(_lowercase)]



					def __str__(	self     :						Dict)    ->							str:
								A_									= F'Matrix consist of {self.row} rows and {self.column} columns\n'

								# Make string identifier
								A_									= 0
								for row_vector in self.array:
											for obj in row_vector:
														A_									= max(_lowercase      ,       len(str(_lowercase)))
								A_									= F'%{max_element_length}s'

								# Make string and return
								def single_line(_lowercase     :						list[float]) -> str:
											nonlocal string_format_identifier
											A_									= '['
											line += ", ".join(string_format_identifier % (obj,) for obj in row_vector)
											line += "]"
											return line

								s += "\n".join(single_line(_lowercase) for row_vector in self.array)
								return s



					def __repr__(	self     :						Union[str, Any])    ->							str:
								return str(self)



					def     __snake_case						(	self     :						str      ,       _lowercase     :						tuple[int, int])    ->							bool:
								if not (isinstance(_lowercase      ,       (list, tuple)) and len(_lowercase) == 2):
											return False
								elif not (0 <= loc[0] < self.row and 0 <= loc[1] < self.column):
											return False
								else:
											return True



					def __getitem__(	self     :						Dict      ,       _lowercase     :						tuple[int, int])    ->							Any:
								assert self.validate_indicies(_lowercase)
								return self.array[loc[0]][loc[1]]



					def __setitem__(	self     :						str      ,       _lowercase     :						tuple[int, int]      ,       _lowercase     :						float)    ->							None:
								assert self.validate_indicies(_lowercase)
								A_									= value



					def __add__(	self     :						Any      ,       _lowercase     :						Matrix)    ->							Matrix:
								assert isinstance(_lowercase      ,       _lowercase)
								assert self.row == another.row and self.column == another.column

								# Add
								A_									= Matrix(self.row      ,       self.column)
								for r in range(self.row):
											for c in range(self.column):
														A_									= self[r, c] + another[r, c]
								return result



					def __neg__(	self     :						Optional[Any])    ->							Matrix:
								A_									= Matrix(self.row      ,       self.column)
								for r in range(self.row):
											for c in range(self.column):
														A_									= -self[r, c]
								return result



					def __sub__(	self     :						int      ,       _lowercase     :						Matrix)    ->							Matrix:
								return self + (-another)



					def __mul__(	self     :						Tuple      ,       _lowercase     :						int | float | Matrix)    ->							Matrix:

								if isinstance(_lowercase      ,       (int, float)):  # Scalar multiplication
											A_									= Matrix(self.row      ,       self.column)
											for r in range(self.row):
														for c in range(self.column):
																	A_									= self[r, c] * another
											return result
								elif isinstance(_lowercase      ,       _lowercase):  # Matrix multiplication
											assert self.column == another.row
											A_									= Matrix(self.row      ,       another.column)
											for r in range(self.row):
														for c in range(another.column):
																	for i in range(self.column):
																				result[r, c] += self[r, i] * another[i, c]
											return result
								else:
											A_									= F'Unsupported type given for another ({type(_lowercase)})'
											raise TypeError(_lowercase)



					def     __snake_case						(	self     :						Dict)    ->							Matrix:
								A_									= Matrix(self.column      ,       self.row)
								for r in range(self.row):
											for c in range(self.column):
														A_									= self[r, c]
								return result



					def     __snake_case						(	self     :						Optional[int]      ,       _lowercase     :						Matrix      ,       _lowercase     :						Matrix)    ->							Any:
								assert isinstance(_lowercase      ,       _lowercase) and isinstance(_lowercase      ,       _lowercase)
								assert self.row == self.column == u.row == v.row  # u, v should be column vector
								assert u.column == v.column == 1  # u, v should be column vector

								# Calculate
								A_									= v.transpose()
								A_									= (v_t * self * u)[0, 0] + 1
								if numerator_factor == 0:
											return None  # It's not invertable
								return self - ((self * u) * (v_t * self) * (1.0 / numerator_factor))


# Testing
if __name__ == "__main__":





							def 			lowerCamelCase(							)		->		None:
										# a^(-1)
										A_									= Matrix(3       ,3       ,0     )
										for i in range(3     ):
													A_									= 1
										print(F'a^(-1) is {ainv}'     )
										# u, v
										A_									= Matrix(3       ,1       ,0     )
										A_		, A_		, A_									= 1, 2, -3
										A_									= Matrix(3       ,1       ,0     )
										A_		, A_		, A_									= 4, -2, 5
										print(F'u is {u}'     )
										print(F'v is {v}'     )
										print(F'uv^T is {u * v.transpose()}'     )
										# Sherman Morrison
										print(F'(a + uv^T)^(-1) is {ainv.sherman_morrison(SCREAMING_SNAKE_CASE_       ,SCREAMING_SNAKE_CASE_     )}'     )





							def 			lowerCamelCase(							)		->		None:
										import doctest

										doctest.testmod()






							testa()










'''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(							)		->		int:
			A_									= ArgumentParser('Transformers CLI tool'       ,usage='transformers-cli <command> [<args>]'     )
			A_									= parser.add_subparsers(help='transformers-cli command helpers'     )

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

			# Let's go
			A_									= parser.parse_args()

			if not hasattr(SCREAMING_SNAKE_CASE_       ,'func'     ):
						parser.print_help()
						exit(1     )

			# Run
			A_									= args.func(SCREAMING_SNAKE_CASE_     )
			service.run()


if __name__ == "__main__":
							main()




