


import warnings
from collections.abc import Callable
from typing import Any

import numpy
from matplotlib import pyplot

lowerCamelCase						 =	0.25 + 0.0J
lowerCamelCase						 =	-0.4 + 0.6J
lowerCamelCase						 =	-0.1 + 0.651J
lowerCamelCase						 =	-2.0
lowerCamelCase						 =	56
lowerCamelCase						 =	2.0
lowerCamelCase						 =	6_66




def      a_				(   SCREAMING_SNAKE_CASE__ :				complex		,      SCREAMING_SNAKE_CASE__ :				numpy.ndarray					):
       '''simple docstring'''





       return numpy.exp(SCREAMING_SNAKE_CASE__					) + c_parameter




def      a_				(   SCREAMING_SNAKE_CASE__ :				complex		,      SCREAMING_SNAKE_CASE__ :				numpy.ndarray					):
       '''simple docstring'''





       return z_values * z_values + c_parameter




def      a_				(   SCREAMING_SNAKE_CASE__ :				float		,      SCREAMING_SNAKE_CASE__ :				int					):
       '''simple docstring'''





       _lowerCamelCase	:		List[Any]          =numpy.linspace(-window_size		,      SCREAMING_SNAKE_CASE__		,      SCREAMING_SNAKE_CASE__					)
       _lowerCamelCase	:		str          =x.reshape((nb_pixels, 1)					)
       _lowerCamelCase	:		Tuple          =numpy.linspace(-window_size		,      SCREAMING_SNAKE_CASE__		,      SCREAMING_SNAKE_CASE__					)
       _lowerCamelCase	:		List[Any]          =y.reshape((1, nb_pixels)					)
       return x + 1.0J * y




def      a_				(   SCREAMING_SNAKE_CASE__ :				Callable[[Any, numpy.ndarray], numpy.ndarray]		,      SCREAMING_SNAKE_CASE__ :				Any		,      SCREAMING_SNAKE_CASE__ :				int		,      SCREAMING_SNAKE_CASE__ :				numpy.ndarray		,      SCREAMING_SNAKE_CASE__ :				float | None = None		,      ):
       '''simple docstring'''





       _lowerCamelCase	:		Union[str, Any]          =z_a.astype('complex64'					)
       for _ in range(SCREAMING_SNAKE_CASE__					):
              _lowerCamelCase	:		str          =eval_function(SCREAMING_SNAKE_CASE__		,      SCREAMING_SNAKE_CASE__					)
              if infinity is not None:
                     numpy.nan_to_num(SCREAMING_SNAKE_CASE__		,      copy=SCREAMING_SNAKE_CASE__		,      nan=SCREAMING_SNAKE_CASE__					)
                     _lowerCamelCase	:		Tuple          =infinity
       return z_n




def      a_				(   SCREAMING_SNAKE_CASE__ :				str		,      SCREAMING_SNAKE_CASE__ :				Any		,      SCREAMING_SNAKE_CASE__ :				float		,      SCREAMING_SNAKE_CASE__ :				numpy.ndarray		,      ):
       '''simple docstring'''





       _lowerCamelCase	:		List[Any]          =(abs(SCREAMING_SNAKE_CASE__					)).transpose()
       _lowerCamelCase	:		Optional[Any]          =abs_z_final[::-1, :]
       pyplot.matshow(abs_z_final < escape_radius					)
       pyplot.title(F'''Julia set of ${function_label}$, $c={function_params}$'''					)
       pyplot.show()




def      a_				(   ):
       '''simple docstring'''





       warnings.filterwarnings(
           'ignore'		,      category=SCREAMING_SNAKE_CASE__		,      message='overflow encountered in multiply'					)
       warnings.filterwarnings(
           'ignore'		,      category=SCREAMING_SNAKE_CASE__		,      message='invalid value encountered in multiply'		,      )
       warnings.filterwarnings(
           'ignore'		,      category=SCREAMING_SNAKE_CASE__		,      message='overflow encountered in absolute'					)
       warnings.filterwarnings(
           'ignore'		,      category=SCREAMING_SNAKE_CASE__		,      message='overflow encountered in exp'					)


if __name__ == "__main__":
 lowerCamelCase						 =	prepare_grid(window_size, nb_pixels)

 ignore_overflow_warnings()  # See file header for explanations

 lowerCamelCase						 =	24
 lowerCamelCase						 =	2 * abs(c_cauliflower) + 1
 lowerCamelCase						 =	iterate_function(
     eval_quadratic_polynomial,
     c_cauliflower,
     nb_iterations,
     z_a,
     infinity=1.1 * escape_radius,
 )
 show_results('z^2+c', c_cauliflower, escape_radius, z_final)

 lowerCamelCase						 =	64
 lowerCamelCase						 =	2 * abs(c_polynomial_a) + 1
 lowerCamelCase						 =	iterate_function(
     eval_quadratic_polynomial,
     c_polynomial_a,
     nb_iterations,
     z_a,
     infinity=1.1 * escape_radius,
 )
 show_results('z^2+c', c_polynomial_a, escape_radius, z_final)

 lowerCamelCase						 =	1_61
 lowerCamelCase						 =	2 * abs(c_polynomial_a) + 1
 lowerCamelCase						 =	iterate_function(
     eval_quadratic_polynomial,
     c_polynomial_a,
     nb_iterations,
     z_a,
     infinity=1.1 * escape_radius,
 )
 show_results('z^2+c', c_polynomial_a, escape_radius, z_final)

 lowerCamelCase						 =	12
 lowerCamelCase						 =	1_0000.0
 lowerCamelCase						 =	iterate_function(
     eval_exponential,
     c_exponential,
     nb_iterations,
     z_a + 2,
     infinity=1.0e1_0,
 )
 show_results('e^z+c', c_exponential, escape_radius, z_final)






import argparse
import logging
import sys
from unittest.mock import patch

import run_glue_with_pabee

from transformers.testing_utils import TestCasePlus


logging.basicConfig(level=logging.DEBUG)

lowerCamelCase						 =	logging.getLogger()




def      a_				(   ):
       '''simple docstring'''





       _lowerCamelCase	:		Any          =argparse.ArgumentParser()
       parser.add_argument('-f'					)
       _lowerCamelCase	:		Optional[Any]          =parser.parse_args()
       return args.f




class A  (       UpperCamelCase_					):






      def 	lowerCamelCase	( self						:					List[Any]			) ->						int:
             """simple docstring"""




             _lowerCamelCase	:		Any          =logging.StreamHandler(sys.stdout			)
             logger.addHandler(lowercase_			)

             _lowerCamelCase	:		Dict          =self.get_auto_remove_tmp_dir()
             _lowerCamelCase	:		int          =F'''
            run_glue_with_pabee.py
            --model_type albert
            --model_name_or_path albert-base-v2
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --output_dir {tmp_dir}
            --overwrite_output_dir
            --task_name mrpc
            --do_train
            --do_eval
            --per_gpu_train_batch_size=2
            --per_gpu_eval_batch_size=1
            --learning_rate=2e-5
            --max_steps=50
            --warmup_steps=2
            --seed=42
            --max_seq_length=128
            '''.split()

             with patch.object(lowercase_      ,       'argv'      ,       lowercase_			):
                    _lowerCamelCase	:		Dict          =run_glue_with_pabee.main()
                    for value in result.values():
                           self.assertGreaterEqual(lowercase_      ,       0.75			)


