





import functools
import logging
import os
import sys
import threading
from logging import (
    CRITICAL,  # NOQA
    DEBUG,  # NOQA
    ERROR,  # NOQA
    FATAL,  # NOQA
    INFO,  # NOQA
    NOTSET,  # NOQA
    WARN,  # NOQA
    WARNING,  # NOQA
)
from typing import Optional

import huggingface_hub.utils as hf_hub_utils
from tqdm import auto as tqdm_lib


__A							   =							threading.Lock()
__A							   =							None

__A							   =							{
    "debug": logging.DEBUG,
    "info": logging.INFO,
    "warning": logging.WARNING,
    "error": logging.ERROR,
    "critical": logging.CRITICAL,
}

__A							   =							logging.WARNING

__A							   =							True





def 	lowerCAmelCase_					(			)	->						List[str]:







  """simple docstring"""





  lowerCamelCase__: Optional[Any]         =os.getenv("TRANSFORMERS_VERBOSITY"      ,       __a						)
  if env_level_str:
    if env_level_str in log_levels:
      return log_levels[env_level_str]
    else:
      logging.getLogger().warning(
          F"""Unknown option TRANSFORMERS_VERBOSITY={env_level_str}, """
          F"""has to be one of: { ", ".join(log_levels.keys()						) }"""						)
  return _default_log_level





def 	lowerCAmelCase_					(			)	->						str:







  """simple docstring"""





  return __name__.split("."						)[0]





def 	lowerCAmelCase_					(			)	->						logging.Logger:







  """simple docstring"""





  return logging.getLogger(_get_library_name()						)





def 	lowerCAmelCase_					(			)	->						None:







  """simple docstring"""





  global _default_handler

  with _lock:
    if _default_handler:
      # This library has already configured the library root logger.
      return
    lowerCamelCase__: Dict         =logging.StreamHandler()  # Set sys.stderr as stream.
    lowerCamelCase__: str         =sys.stderr.flush

    # Apply our default configuration to the library root logger.
    lowerCamelCase__: List[str]         =_get_library_root_logger()
    library_root_logger.addHandler(_default_handler						)
    library_root_logger.setLevel(_get_default_logging_level()						)
    lowerCamelCase__: List[str]         =False





def 	lowerCAmelCase_					(			)	->						None:







  """simple docstring"""





  global _default_handler

  with _lock:
    if not _default_handler:
      return

    lowerCamelCase__: Optional[Any]         =_get_library_root_logger()
    library_root_logger.removeHandler(_default_handler						)
    library_root_logger.setLevel(logging.NOTSET						)
    lowerCamelCase__: Dict         =None





def 	lowerCAmelCase_					(			)	->						List[Any]:







  """simple docstring"""





  return log_levels





def 	lowerCAmelCase_					(			__a = None						)	->						logging.Logger:







  """simple docstring"""





  if name is None:
    lowerCamelCase__: Any         =_get_library_name()

  _configure_library_root_logger()
  return logging.getLogger(__a						)





def 	lowerCAmelCase_					(			)	->						int:







  """simple docstring"""





  _configure_library_root_logger()
  return _get_library_root_logger().getEffectiveLevel()





def 	lowerCAmelCase_					(			__a						)	->						None:







  """simple docstring"""





  _configure_library_root_logger()
  _get_library_root_logger().setLevel(__a						)





def 	lowerCAmelCase_					(			)	->						Optional[int]:







  """simple docstring"""





  return set_verbosity(__a						)





def 	lowerCAmelCase_					(			)	->						Dict:







  """simple docstring"""





  return set_verbosity(__a						)





def 	lowerCAmelCase_					(			)	->						Optional[Any]:







  """simple docstring"""





  return set_verbosity(__a						)





def 	lowerCAmelCase_					(			)	->						Any:







  """simple docstring"""





  return set_verbosity(__a						)





def 	lowerCAmelCase_					(			)	->						None:







  """simple docstring"""





  _configure_library_root_logger()

  assert _default_handler is not None
  _get_library_root_logger().removeHandler(_default_handler						)





def 	lowerCAmelCase_					(			)	->						None:







  """simple docstring"""





  _configure_library_root_logger()

  assert _default_handler is not None
  _get_library_root_logger().addHandler(_default_handler						)





def 	lowerCAmelCase_					(			__a						)	->						None:







  """simple docstring"""





  _configure_library_root_logger()

  assert handler is not None
  _get_library_root_logger().addHandler(__a						)





def 	lowerCAmelCase_					(			__a						)	->						None:







  """simple docstring"""





  _configure_library_root_logger()

  assert handler is not None and handler not in _get_library_root_logger().handlers
  _get_library_root_logger().removeHandler(__a						)





def 	lowerCAmelCase_					(			)	->						None:







  """simple docstring"""





  _configure_library_root_logger()
  lowerCamelCase__: Union[str, Any]         =False





def 	lowerCAmelCase_					(			)	->						None:







  """simple docstring"""





  _configure_library_root_logger()
  lowerCamelCase__: Optional[Any]         =True





def 	lowerCAmelCase_					(			)	->						None:







  """simple docstring"""





  lowerCamelCase__: str         =_get_library_root_logger().handlers

  for handler in handlers:
    lowerCamelCase__: Union[str, Any]         =logging.Formatter("[%(levelname)s|%(filename)s:%(lineno)s] %(asctime)s >> %(message)s"						)
    handler.setFormatter(__a						)





def 	lowerCAmelCase_					(			)	->						None:







  """simple docstring"""





  lowerCamelCase__: Optional[int]         =_get_library_root_logger().handlers

  for handler in handlers:
    handler.setFormatter(__a						)





def 	lowerCAmelCase_					(			self      ,       *__a      ,       **__a						)	->						int:







  """simple docstring"""





  lowerCamelCase__: List[Any]         =os.getenv("TRANSFORMERS_NO_ADVISORY_WARNINGS"      ,       __a						)
  if no_advisory_warnings:
    return
  self.warning(*__a      ,       **__a						)


__A							   =							warning_advice





@functools.lru_cache(__a						)
def 	lowerCAmelCase_					(			self      ,       *__a      ,       **__a						)	->						str:







  """simple docstring"""





  self.warning(*__a      ,       **__a						)


__A							   =							warning_once



class   _SCREAMING_SNAKE_CASE		:







 '''simple docstring'''

 def __init__(self							:  Dict			,					*UpperCAmelCase_							:  Tuple			,					**UpperCAmelCase_							:  Union[str, Any])			->Any:  # pylint: disable=unused-argument



   '''simple docstring'''



   lowerCamelCase__: Tuple         =args[0] if args else None

 def __iter__(self							:  Any)			->List[str]:



   '''simple docstring'''



   return iter(self._iterator)

 def __getattr__(self							:  Optional[Any]			,					UpperCAmelCase_							:  List[str])			->Dict:



   '''simple docstring'''



   def empty_fn(*UpperCAmelCase_							:  Any			,					**UpperCAmelCase_							:  List[Any]):  # pylint: disable=unused-argument
     return

   return empty_fn

 def __enter__(self							:  Union[str, Any])			->List[Any]:



   '''simple docstring'''



   return self







 def __exit__(self							:  List[str]			,					UpperCAmelCase_							:  List[str]			,					UpperCAmelCase_							:  Optional[int]			,					UpperCAmelCase_							:  Any)			->Dict:



   '''simple docstring'''



   return



class   _SCREAMING_SNAKE_CASE		:







 '''simple docstring'''

 def __call__(self							:  Dict			,					*UpperCAmelCase_							:  Union[str, Any]			,					**UpperCAmelCase_							:  List[Any])			->List[str]:



   '''simple docstring'''



   if _tqdm_active:
     return tqdm_lib.tqdm(*UpperCAmelCase_			,					**UpperCAmelCase_)
   else:
     return EmptyTqdm(*UpperCAmelCase_			,					**UpperCAmelCase_)

 def 				SCREAMING_SNAKE_CASE_   (self							:  Optional[int]			,					*UpperCAmelCase_							:  Union[str, Any]			,					**UpperCAmelCase_							:  int)			->Tuple:



   '''simple docstring'''



   lowerCamelCase__: Tuple         =None
   if _tqdm_active:
     return tqdm_lib.tqdm.set_lock(*UpperCAmelCase_			,					**UpperCAmelCase_)







 def 				SCREAMING_SNAKE_CASE_   (self							:  Optional[int])			->Tuple:



   '''simple docstring'''



   if _tqdm_active:
     return tqdm_lib.tqdm.get_lock()



__A							   =							_tqdm_cls()





def 	lowerCAmelCase_					(			)	->						bool:







  """simple docstring"""





  global _tqdm_active
  return bool(_tqdm_active						)





def 	lowerCAmelCase_					(			)	->						List[Any]:







  """simple docstring"""





  global _tqdm_active
  lowerCamelCase__: str         =True
  hf_hub_utils.enable_progress_bars()






def 	lowerCAmelCase_					(			)	->						Optional[int]:







  """simple docstring"""





  global _tqdm_active
  lowerCamelCase__: Dict         =False
  hf_hub_utils.disable_progress_bars()





from __future__ import annotations

from typing import Any






class _lowerCamelCase:
       def __init__(   self, lowerCamelCase, lowerCamelCase, lowerCamelCase = 0)			->  None:




           """simple docstring"""

           _lowercase						,							_lowercase			:				str 						=						row, column
           _lowercase			:				Any 						=						[[default_value for c in range(lowerCamelCase)] for r in range(lowerCamelCase)]
       def __str__(   self)			->  str:




           """simple docstring"""

           _lowercase			:				Tuple 						=						F'''Matrix consist of {self.row} rows and {self.column} columns\n'''

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

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

           s += "\n".join(single_line(lowerCamelCase) for row_vector in self.array)
           return s
       def __repr__(   self)			->  str:




           """simple docstring"""

           return str(self)
       def      UpperCamelCase	(   self, lowerCamelCase)			->  bool:




           """simple docstring"""

           if not (isinstance(lowerCamelCase, (list, tuple)) and len(lowerCamelCase) == 2):
               return False
           elif not (0 <= loc[0] < self.row and 0 <= loc[1] < self.column):
               return False
           else:
               return True
       def __getitem__(   self, lowerCamelCase)			->  Any:




           """simple docstring"""

           assert self.validate_indicies(lowerCamelCase)
           return self.array[loc[0]][loc[1]]
       def __setitem__(   self, lowerCamelCase, lowerCamelCase)			->  None:




           """simple docstring"""

           assert self.validate_indicies(lowerCamelCase)
           _lowercase			:				Optional[Any] 						=						value
       def __add__(   self, lowerCamelCase)			->  Matrix:




           """simple docstring"""

           assert isinstance(lowerCamelCase, lowerCamelCase)
           assert self.row == another.row and self.column == another.column

           # Add
           _lowercase			:				Any 						=						Matrix(self.row, self.column)
           for r in range(self.row):
               for c in range(self.column):
                   _lowercase			:				int 						=						self[r, c] + another[r, c]
           return result
       def __neg__(   self)			->  Matrix:




           """simple docstring"""

           _lowercase			:				List[Any] 						=						Matrix(self.row, self.column)
           for r in range(self.row):
               for c in range(self.column):
                   _lowercase			:				List[str] 						=						-self[r, c]
           return result
       def __sub__(   self, lowerCamelCase)			->  Matrix:




           """simple docstring"""

           return self + (-another)
       def __mul__(   self, lowerCamelCase)			->  Matrix:




           """simple docstring"""

           if isinstance(lowerCamelCase, (int, float)):  # Scalar multiplication
               _lowercase			:				Dict 						=						Matrix(self.row, self.column)
               for r in range(self.row):
                   for c in range(self.column):
                       _lowercase			:				Union[str, Any] 						=						self[r, c] * another
               return result
           elif isinstance(lowerCamelCase, lowerCamelCase):  # Matrix multiplication
               assert self.column == another.row
               _lowercase			:				str 						=						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:
               _lowercase			:				Tuple 						=						F'''Unsupported type given for another ({type(lowerCamelCase)})'''
               raise TypeError(lowerCamelCase)
       def      UpperCamelCase	(   self)			->  Matrix:




           """simple docstring"""

           _lowercase			:				List[Any] 						=						Matrix(self.column, self.row)
           for r in range(self.row):
               for c in range(self.column):
                   _lowercase			:				Union[str, Any] 						=						self[r, c]
           return result




       def      UpperCamelCase	(   self, lowerCamelCase, lowerCamelCase)			->  Any:




           """simple docstring"""

           assert isinstance(lowerCamelCase, lowerCamelCase) and isinstance(lowerCamelCase, lowerCamelCase)
           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
           _lowercase			:				Dict 						=						v.transpose()
           _lowercase			:				Any 						=						(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 							UpperCamelCase_( )       ->		None:
     # a^(-1)
     _lowercase			:				Optional[int] 						=						Matrix(3				,					3				,					0					)
     for i in range(3					):
         _lowercase			:				int 						=						1
     print(F'''a^(-1) is {ainv}'''					)
     # u, v
     _lowercase			:				Dict 						=						Matrix(3				,					1				,					0					)
     _lowercase						,							_lowercase						,							_lowercase			:				Dict 						=						1, 2, -3
     _lowercase			:				List[Any] 						=						Matrix(3				,					1				,					0					)
     _lowercase						,							_lowercase						,							_lowercase			:				int 						=						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(lowerCamelCase_				,					lowerCamelCase_					)}'''					)



 def 							UpperCamelCase_( )       ->		None:
     import doctest

     doctest.testmod()

 testa()


