
import os

import pytest

from datasets import (
    get_dataset_config_info,
    get_dataset_config_names,
    get_dataset_infos,
    get_dataset_split_names,
    inspect_dataset,
    inspect_metric,
)


lowerCamelCase__	=							pytest.mark.integration


@pytest.mark.parametrize("""path"""						,  ["""paws""", """csv"""] )
def 							__A(lowerCAmelCase						,  lowerCAmelCase )		->				Optional[int]:

		"""simple docstring"""






		inspect_dataset(lowerCAmelCase						,  lowerCAmelCase )
		_UpperCamelCase						    =	path + """.py"""
		assert script_name in os.listdir(lowerCAmelCase )
		assert "__pycache__" not in os.listdir(lowerCAmelCase )


@pytest.mark.filterwarnings("""ignore:inspect_metric is deprecated:FutureWarning""" )
@pytest.mark.filterwarnings("""ignore:metric_module_factory is deprecated:FutureWarning""" )
@pytest.mark.parametrize("""path"""						,  ["""accuracy"""] )
def 							__A(lowerCAmelCase						,  lowerCAmelCase )		->				Optional[Any]:

		"""simple docstring"""






		inspect_metric(lowerCAmelCase						,  lowerCAmelCase )
		_UpperCamelCase						    =	path + """.py"""
		assert script_name in os.listdir(lowerCAmelCase )
		assert "__pycache__" not in os.listdir(lowerCAmelCase )


@pytest.mark.parametrize(
    """path, config_name, expected_splits"""						,  [
        ("""squad""", """plain_text""", ["""train""", """validation"""]),
        ("""dalle-mini/wit""", """dalle-mini--wit""", ["""train"""]),
        ("""paws""", """labeled_final""", ["""train""", """test""", """validation"""]),
    ]						,  )
def 							__A(lowerCAmelCase						,  lowerCAmelCase						,  lowerCAmelCase )		->				int:

		"""simple docstring"""






		_UpperCamelCase						    =	get_dataset_config_info(lowerCAmelCase						,  config_name=lowerCAmelCase )
		assert info.config_name == config_name
		assert list(info.splits.keys() ) == expected_splits


@pytest.mark.parametrize(
    """path, config_name, expected_exception"""						,  [
        ("""paws""", None, ValueError),
    ]						,  )
def 							__A(lowerCAmelCase						,  lowerCAmelCase						,  lowerCAmelCase )		->				str:

		"""simple docstring"""






		with pytest.raises(lowerCAmelCase ):
				get_dataset_config_info(lowerCAmelCase						,  config_name=lowerCAmelCase )


@pytest.mark.parametrize(
    """path, expected"""						,  [
        ("""squad""", """plain_text"""),
        ("""acronym_identification""", """default"""),
        ("""lhoestq/squad""", """plain_text"""),
        ("""lhoestq/test""", """default"""),
        ("""lhoestq/demo1""", """lhoestq--demo1"""),
        ("""dalle-mini/wit""", """dalle-mini--wit"""),
    ]						,  )
def 							__A(lowerCAmelCase						,  lowerCAmelCase )		->				Union[str, Any]:

		"""simple docstring"""






		_UpperCamelCase						    =	get_dataset_config_names(lowerCAmelCase )
		assert expected in config_names


@pytest.mark.parametrize(
    """path, expected_configs, expected_splits_in_first_config"""						,  [
        ("""squad""", ["""plain_text"""], ["""train""", """validation"""]),
        ("""dalle-mini/wit""", ["""dalle-mini--wit"""], ["""train"""]),
        ("""paws""", ["""labeled_final""", """labeled_swap""", """unlabeled_final"""], ["""train""", """test""", """validation"""]),
    ]						,  )
def 							__A(lowerCAmelCase						,  lowerCAmelCase						,  lowerCAmelCase )		->				Dict:

		"""simple docstring"""






		_UpperCamelCase						    =	get_dataset_infos(lowerCAmelCase )
		assert list(infos.keys() ) == expected_configs
		_UpperCamelCase						    =	expected_configs[0]
		assert expected_config in infos
		_UpperCamelCase						    =	infos[expected_config]
		assert info.config_name == expected_config
		assert list(info.splits.keys() ) == expected_splits_in_first_config


@pytest.mark.parametrize(
    """path, expected_config, expected_splits"""						,  [
        ("""squad""", """plain_text""", ["""train""", """validation"""]),
        ("""dalle-mini/wit""", """dalle-mini--wit""", ["""train"""]),
        ("""paws""", """labeled_final""", ["""train""", """test""", """validation"""]),
    ]						,  )
def 							__A(lowerCAmelCase						,  lowerCAmelCase						,  lowerCAmelCase )		->				Dict:

		"""simple docstring"""






		_UpperCamelCase						    =	get_dataset_infos(lowerCAmelCase )
		assert expected_config in infos
		_UpperCamelCase						    =	infos[expected_config]
		assert info.config_name == expected_config
		assert list(info.splits.keys() ) == expected_splits







@pytest.mark.parametrize(
    """path, config_name, expected_exception"""						,  [
        ("""paws""", None, ValueError),
    ]						,  )
def 							__A(lowerCAmelCase						,  lowerCAmelCase						,  lowerCAmelCase )		->				Optional[int]:

		"""simple docstring"""






		with pytest.raises(lowerCAmelCase ):
				get_dataset_split_names(lowerCAmelCase						,  config_name=lowerCAmelCase )





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


def 							__A(lowerCAmelCase						,  lowerCAmelCase						,  lowerCAmelCase = "x"						,  lowerCAmelCase = 1_0**-1_0						,  lowerCAmelCase = 1						,  )		->				complex:

		"""simple docstring"""






		_UpperCamelCase						    =	symbols(lowerCAmelCase )
		_UpperCamelCase						    =	lambdify(lowerCAmelCase						,  lowerCAmelCase )
		_UpperCamelCase						    =	lambdify(lowerCAmelCase						,  diff(lowerCAmelCase						,  lowerCAmelCase ) )

		_UpperCamelCase						    =	starting_point

		while True:
				if diff_function(lowerCAmelCase ) != 0:
						_UpperCamelCase						    =	prev_guess - multiplicity * func(lowerCAmelCase ) / diff_function(
						    lowerCAmelCase )
				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

				_UpperCamelCase						    =	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_05)}""",
		)

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



