




'''simple docstring'''





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


_SCREAMING_SNAKE_CASE							:       List[Any]						=			threading.Lock()
_SCREAMING_SNAKE_CASE							:       Optional[logging.Handler]						=			None

_SCREAMING_SNAKE_CASE							:       Optional[int]						=			{
    "debug": logging.DEBUG,
    "info": logging.INFO,
    "warning": logging.WARNING,
    "error": logging.ERROR,
    "critical": logging.CRITICAL,
}

_SCREAMING_SNAKE_CASE							:       Tuple						=			logging.WARNING

_SCREAMING_SNAKE_CASE							:       int						=			True


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							snake_case_      =				os.getenv("TRANSFORMERS_VERBOSITY"							,    snake_case					)
							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 					UpperCamelCase_(     ):

							'''simple docstring'''






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


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							return logging.getLogger(_get_library_name()					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							global _default_handler

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

														# Apply our default configuration to the library root logger.
														snake_case_      =				_get_library_root_logger()
														library_root_logger.addHandler(_default_handler					)
														library_root_logger.setLevel(_get_default_logging_level()					)
														snake_case_      =				False


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							global _default_handler

							with _lock:
														if not _default_handler:
																					return

														snake_case_      =				_get_library_root_logger()
														library_root_logger.removeHandler(_default_handler					)
														library_root_logger.setLevel(logging.NOTSET					)
														snake_case_      =				None


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							return log_levels


def 					UpperCamelCase_(     snake_case							:	Optional[str] = None					):

							'''simple docstring'''






							if name is None:
														snake_case_      =				_get_library_name()

							_configure_library_root_logger()
							return logging.getLogger(snake_case					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							_configure_library_root_logger()
							return _get_library_root_logger().getEffectiveLevel()


def 					UpperCamelCase_(     snake_case							:	int					):

							'''simple docstring'''






							_configure_library_root_logger()
							_get_library_root_logger().setLevel(snake_case					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							return set_verbosity(snake_case					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							return set_verbosity(snake_case					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							return set_verbosity(snake_case					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							return set_verbosity(snake_case					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							_configure_library_root_logger()

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


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							_configure_library_root_logger()

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


def 					UpperCamelCase_(     snake_case							:	logging.Handler					):

							'''simple docstring'''






							_configure_library_root_logger()

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


def 					UpperCamelCase_(     snake_case							:	logging.Handler					):

							'''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(snake_case					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							_configure_library_root_logger()
							snake_case_      =				False


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							_configure_library_root_logger()
							snake_case_      =				True


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							snake_case_      =				_get_library_root_logger().handlers

							for handler in handlers:
														snake_case_      =				logging.Formatter("[%(levelname)s|%(filename)s:%(lineno)s] %(asctime)s >> %(message)s"					)
														handler.setFormatter(snake_case					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							snake_case_      =				_get_library_root_logger().handlers

							for handler in handlers:
														handler.setFormatter(snake_case					)


def 					UpperCamelCase_(     self							:	str							,    *snake_case							:	List[Any]							,    **snake_case							:	Dict					):

							'''simple docstring'''






							snake_case_      =				os.getenv("TRANSFORMERS_NO_ADVISORY_WARNINGS"							,    snake_case					)
							if no_advisory_warnings:
														return
							self.warning(*snake_case							,    **snake_case					)


_SCREAMING_SNAKE_CASE							:       int						=			warning_advice


@functools.lru_cache(snake_case					)
def 					UpperCamelCase_(     self							:	str							,    *snake_case							:	List[str]							,    **snake_case							:	Union[str, Any]					):

							'''simple docstring'''






							self.warning(*snake_case							,    **snake_case					)


_SCREAMING_SNAKE_CASE							:       Union[str, Any]						=			warning_once




class 			_snake_case		:




			def __init__( self    ,							*a__    ,							**a__							)    ->    Any:  # pylint: disable=unused-argument

										'''simple docstring'''




										snake_case_      =				args[0] if args else None




			def __iter__( self							)    ->    str:

										'''simple docstring'''




										return iter(self._iterator							)




			def __getattr__( self    ,							a__							)    ->    Union[str, Any]:

										'''simple docstring'''




										def empty_fn(*a__    ,							**a__							):  # pylint: disable=unused-argument
																	return

										return empty_fn




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

										'''simple docstring'''




										return self




			def __exit__( self    ,							a__    ,							a__    ,							a__							)    ->    Optional[Any]:

										'''simple docstring'''




										return




class 			_snake_case		:




			def __call__( self    ,							*a__    ,							**a__							)    ->    str:

										'''simple docstring'''




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




			def        lowerCAmelCase__    ( self    ,							*a__    ,							**a__							)    ->    List[Any]:

										'''simple docstring'''




										snake_case_      =				None
										if _tqdm_active:
																	return tqdm_lib.tqdm.set_lock(*a__    ,							**a__							)




			def        lowerCAmelCase__    ( self							)    ->    Dict:

										'''simple docstring'''




										if _tqdm_active:
																	return tqdm_lib.tqdm.get_lock()

_SCREAMING_SNAKE_CASE							:       List[Any]						=			_tqdm_cls()


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							global _tqdm_active
							return bool(_tqdm_active					)


def 					UpperCamelCase_(     ):

							'''simple docstring'''






							global _tqdm_active
							snake_case_      =				True
							hf_hub_utils.enable_progress_bars()




def 					UpperCamelCase_(     ):

							'''simple docstring'''






							global _tqdm_active
							snake_case_      =				False
							hf_hub_utils.disable_progress_bars()










'''simple docstring'''





from sympy import diff, lambdify, symbols
from sympy.functions import *  # noqa: F403


def 					UpperCamelCase_(     snake_case							:	str							,    snake_case							:	complex							,    snake_case							:	str = "x"							,    snake_case							:	float = 1_0**-1_0							,    snake_case							:	int = 1							,    ):

							'''simple docstring'''






							snake_case_      =				symbols(snake_case					)
							snake_case_      =				lambdify(snake_case							,    snake_case					)
							snake_case_      =				lambdify(snake_case							,    diff(snake_case							,    snake_case					)					)

							snake_case_      =				starting_point

							while True:
														if diff_function(snake_case					) != 0:
																					snake_case_      =				prev_guess - multiplicity * func(snake_case					) / diff_function(
																					    snake_case					)
														else:
																					raise ZeroDivisionError("Could not find root"					) from None

														# Precision is checked by comparing the difference of consecutive guesses
														if abs(next_guess - prev_guess					) < precision:
																					return next_guess

														snake_case_      =				next_guess


# Let's Execute
if __name__ == "__main__":
		# Find root of trigonometric function
		# Find value of pi
		print(F"The root of sin(x) = 0 is {newton_raphson('sin(x)', 2)}")

		# Find root of polynomial
		# Find fourth Root of 5
		print(F"The root of x**4 - 5 = 0 is {newton_raphson('x**4 -5', 0.4 +5j)}")

		# Find value of e
		print(
		    "The root of log(y) - 1 = 0 is ",
		    F"{newton_raphson('log(y) - 1', 2, variable='y')}",
		)

		# Exponential Roots
		print(
		    "The root of exp(x) - 1 = 0 is",
		    F"{newton_raphson('exp(x) - 1', 10, precision=0.0_0_5)}",
		)

		# Find root of cos(x)
		print(F"The root of cos(x) = 0 is {newton_raphson('cos(x)', 0)}")




