'''simple docstring'''




import json
import os
import shutil
import warnings
from argparse import ArgumentParser, Namespace
from pathlib import Path
from typing import List

from ..utils import logging
from . import BaseTransformersCLICommand


try:
						from cookiecutter.main import cookiecutter

						_lowercase		:				Dict	       =		True
except ImportError:
						_lowercase		:				Any	       =		False

_lowercase		:				Tuple	       =		logging.get_logger(__name__)  # pylint: disable=invalid-name




def 							lowerCamelCase			(   UpperCAmelCase__ :      Namespace				)    ->   List[str]:
							return AddNewModelCommand(args.testing   ,   args.testing_file   ,   path=args.path				)





class 					__magic_name__		(					_UpperCAmelCase):







			@staticmethod
			def 			SCREAMING_SNAKE_CASE_  (			lowercase_       :						ArgumentParser					):
										lowercase_      :    int       		= parser.add_parser("""add-new-model"""					)
										add_new_model_parser.add_argument("""--testing"""       ,    action="""store_true"""       ,    help="""If in testing mode."""					)
										add_new_model_parser.add_argument("""--testing_file"""       ,    type=lowercase_       ,    help="""Configuration file on which to run."""					)
										add_new_model_parser.add_argument(
										    """--path"""       ,    type=lowercase_       ,    help="""Path to cookiecutter. Should only be used for testing purposes."""					)
										add_new_model_parser.set_defaults(func=lowercase_					)







			def __init__(			self       :						Optional[int]       ,    lowercase_       :						bool       ,    lowercase_       :						str       ,    lowercase_       :						Union[str, Any]=None       ,    *lowercase_       :						Dict					):
										lowercase_      :    Union[str, Any]       		= testing
										lowercase_      :    List[Any]       		= testing_file
										lowercase_      :    int       		= path







			def 			SCREAMING_SNAKE_CASE_  (			self       :						Any					):
										warnings.warn(
										    """The command `transformers-cli add-new-model` is deprecated and will be removed in v5 of Transformers. """
										    """It is not actively maintained anymore, so might give a result that won't pass all tests and quality """
										    """checks, you should use `transformers-cli add-new-model-like` instead."""					)
										if not _has_cookiecutter:
																	raise ImportError(
																	    """Model creation dependencies are required to use the `add_new_model` command. Install them by running """
																	    """the following at the root of your `transformers` clone:\n\n\t$ pip install -e .[modelcreation]\n"""					)
										# Ensure that there is no other `cookiecutter-template-xxx` directory in the current working directory
										lowercase_      :    List[Any]       		= [directory for directory in os.listdir() if """cookiecutter-template-""" == directory[:22]]
										if len(lowercase_					) > 0:
																	raise ValueError(
																	    """Several directories starting with `cookiecutter-template-` in current working directory. """
																	    """Please clean your directory by removing all folders starting with `cookiecutter-template-` or """
																	    """change your working directory."""					)

										lowercase_      :    str       		= (
										    Path(lowercase_					).parent.parent.parent.parent if self._path is None else Path(self._path					).parent.parent
										)
										lowercase_      :    List[Any]       		= path_to_transformer_root / """templates""" / """adding_a_new_model"""

										# Execute cookiecutter
										if not self._testing:
																	cookiecutter(str(lowercase_					)					)
										else:
																	with open(self._testing_file       ,    """r"""					) as configuration_file:
																								lowercase_      :    Union[str, Any]       		= json.load(lowercase_					)

																	cookiecutter(
																	    str(path_to_cookiecutter if self._path is None else self._path					)       ,    no_input=lowercase_       ,    extra_context=lowercase_       ,    )

										lowercase_      :    List[Any]       		= [directory for directory in os.listdir() if """cookiecutter-template-""" in directory[:22]][0]

										# Retrieve configuration
										with open(directory + """/configuration.json"""       ,    """r"""					) as configuration_file:
																	lowercase_      :    Optional[int]       		= json.load(lowercase_					)

										lowercase_      :    List[Any]       		= configuration["""lowercase_modelname"""]
										lowercase_      :    List[Any]       		= configuration["""generate_tensorflow_pytorch_and_flax"""]
										os.remove(f'''{directory}/configuration.json'''					)

										lowercase_      :    Any       		= """PyTorch""" in generate_tensorflow_pytorch_and_flax
										lowercase_      :    Tuple       		= """TensorFlow""" in generate_tensorflow_pytorch_and_flax
										lowercase_      :    Any       		= """Flax""" in generate_tensorflow_pytorch_and_flax

										lowercase_      :    List[str]       		= f'''{path_to_transformer_root}/src/transformers/models/{lowercase_model_name}'''
										os.makedirs(lowercase_       ,    exist_ok=lowercase_					)
										os.makedirs(f'''{path_to_transformer_root}/tests/models/{lowercase_model_name}'''       ,    exist_ok=lowercase_					)

										# Tests require submodules as they have parent imports
										with open(f'''{path_to_transformer_root}/tests/models/{lowercase_model_name}/__init__.py'''       ,    """w"""					):
																	pass

										shutil.move(
										    f'''{directory}/__init__.py'''       ,    f'''{model_dir}/__init__.py'''       ,    )
										shutil.move(
										    f'''{directory}/configuration_{lowercase_model_name}.py'''       ,    f'''{model_dir}/configuration_{lowercase_model_name}.py'''       ,    )

										def remove_copy_lines(lowercase_       :						int					):
																	with open(lowercase_       ,    """r"""					) as f:
																								lowercase_      :    Union[str, Any]       		= f.readlines()
																	with open(lowercase_       ,    """w"""					) as f:
																								for line in lines:
																															if "# Copied from transformers." not in line:
																																						f.write(lowercase_					)

										if output_pytorch:
																	if not self._testing:
																								remove_copy_lines(f'''{directory}/modeling_{lowercase_model_name}.py'''					)

																	shutil.move(
																	    f'''{directory}/modeling_{lowercase_model_name}.py'''       ,    f'''{model_dir}/modeling_{lowercase_model_name}.py'''       ,    )

																	shutil.move(
																	    f'''{directory}/test_modeling_{lowercase_model_name}.py'''       ,    f'''{path_to_transformer_root}/tests/models/{lowercase_model_name}/test_modeling_{lowercase_model_name}.py'''       ,    )
										else:
																	os.remove(f'''{directory}/modeling_{lowercase_model_name}.py'''					)
																	os.remove(f'''{directory}/test_modeling_{lowercase_model_name}.py'''					)

										if output_tensorflow:
																	if not self._testing:
																								remove_copy_lines(f'''{directory}/modeling_tf_{lowercase_model_name}.py'''					)

																	shutil.move(
																	    f'''{directory}/modeling_tf_{lowercase_model_name}.py'''       ,    f'''{model_dir}/modeling_tf_{lowercase_model_name}.py'''       ,    )

																	shutil.move(
																	    f'''{directory}/test_modeling_tf_{lowercase_model_name}.py'''       ,    f'''{path_to_transformer_root}/tests/models/{lowercase_model_name}/test_modeling_tf_{lowercase_model_name}.py'''       ,    )
										else:
																	os.remove(f'''{directory}/modeling_tf_{lowercase_model_name}.py'''					)
																	os.remove(f'''{directory}/test_modeling_tf_{lowercase_model_name}.py'''					)

										if output_flax:
																	if not self._testing:
																								remove_copy_lines(f'''{directory}/modeling_flax_{lowercase_model_name}.py'''					)

																	shutil.move(
																	    f'''{directory}/modeling_flax_{lowercase_model_name}.py'''       ,    f'''{model_dir}/modeling_flax_{lowercase_model_name}.py'''       ,    )

																	shutil.move(
																	    f'''{directory}/test_modeling_flax_{lowercase_model_name}.py'''       ,    f'''{path_to_transformer_root}/tests/models/{lowercase_model_name}/test_modeling_flax_{lowercase_model_name}.py'''       ,    )
										else:
																	os.remove(f'''{directory}/modeling_flax_{lowercase_model_name}.py'''					)
																	os.remove(f'''{directory}/test_modeling_flax_{lowercase_model_name}.py'''					)

										shutil.move(
										    f'''{directory}/{lowercase_model_name}.md'''       ,    f'''{path_to_transformer_root}/docs/source/en/model_doc/{lowercase_model_name}.md'''       ,    )

										shutil.move(
										    f'''{directory}/tokenization_{lowercase_model_name}.py'''       ,    f'''{model_dir}/tokenization_{lowercase_model_name}.py'''       ,    )

										shutil.move(
										    f'''{directory}/tokenization_fast_{lowercase_model_name}.py'''       ,    f'''{model_dir}/tokenization_{lowercase_model_name}_fast.py'''       ,    )

										from os import fdopen, remove
										from shutil import copymode, move
										from tempfile import mkstemp

										def replace(lowercase_       :						str       ,    lowercase_       :						str       ,    lowercase_       :						List[str]					):
																	# Create temp file
																	lowercase_		,		lowercase_      :    Any       		= mkstemp()
																	lowercase_      :    List[str]       		= False
																	with fdopen(lowercase_       ,    """w"""					) as new_file:
																								with open(lowercase_					) as old_file:
																															for line in old_file:
																																						new_file.write(lowercase_					)
																																						if line_to_copy_below in line:
																																													lowercase_      :    int       		= True
																																													for line_to_copy in lines_to_copy:
																																																				new_file.write(lowercase_					)

																	if not line_found:
																								raise ValueError(f'''Line {line_to_copy_below} was not found in file.'''					)

																	# Copy the file permissions from the old file to the new file
																	copymode(lowercase_       ,    lowercase_					)
																	# Remove original file
																	remove(lowercase_					)
																	# Move new file
																	move(lowercase_       ,    lowercase_					)

										def skip_units(lowercase_       :						str					):
																	return (
																	    ("generating PyTorch" in line and not output_pytorch)
																	    or ("generating TensorFlow" in line and not output_tensorflow)
																	    or ("generating Flax" in line and not output_flax)
																	)

										def replace_in_files(lowercase_       :						int					):
																	with open(lowercase_					) as datafile:
																								lowercase_      :    Optional[int]       		= []
																								lowercase_      :    List[Any]       		= False
																								lowercase_      :    Dict       		= False
																								for line in datafile:
																															if "# To replace in: " in line and "##" not in line:
																																						lowercase_      :    Optional[Any]       		= line.split("""\""""					)[1]
																																						lowercase_      :    Optional[int]       		= skip_units(lowercase_					)
																															elif "# Below: " in line and "##" not in line:
																																						lowercase_      :    List[str]       		= line.split("""\""""					)[1]
																																						lowercase_      :    Union[str, Any]       		= skip_units(lowercase_					)
																															elif "# End." in line and "##" not in line:
																																						if not skip_file and not skip_snippet:
																																													replace(lowercase_       ,    lowercase_       ,    lowercase_					)

																																						lowercase_      :    int       		= []
																															elif "# Replace with" in line and "##" not in line:
																																						lowercase_      :    Optional[int]       		= []
																															elif "##" not in line:
																																						lines_to_copy.append(lowercase_					)

																	remove(lowercase_					)

										replace_in_files(f'''{directory}/to_replace_{lowercase_model_name}.py'''					)
										os.rmdir(lowercase_					)






'''simple docstring'''




from math import cos, sin, sqrt, tau

from audio_filters.iir_filter import IIRFilter




def 							lowerCamelCase			(   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      float = 1 / sqrt(2				)				)    ->   IIRFilter:
							lowercase_      :    str       		= tau * frequency / samplerate
							lowercase_      :    Tuple       		= sin(UpperCAmelCase__				)
							lowercase_      :    int       		= cos(UpperCAmelCase__				)
							lowercase_      :    Any       		= _sin / (2 * q_factor)

							lowercase_      :    Dict       		= (1 - _cos) / 2
							lowercase_      :    Optional[int]       		= 1 - _cos

							lowercase_      :    Dict       		= 1 + alpha
							lowercase_      :    List[Any]       		= -2 * _cos
							lowercase_      :    Union[str, Any]       		= 1 - alpha

							lowercase_      :    List[Any]       		= IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]   ,   [ba, ba, ba]				)
							return filt




def 							lowerCamelCase			(   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      float = 1 / sqrt(2				)				)    ->   IIRFilter:
							lowercase_      :    str       		= tau * frequency / samplerate
							lowercase_      :    Optional[int]       		= sin(UpperCAmelCase__				)
							lowercase_      :    Dict       		= cos(UpperCAmelCase__				)
							lowercase_      :    Optional[int]       		= _sin / (2 * q_factor)

							lowercase_      :    Dict       		= (1 + _cos) / 2
							lowercase_      :    str       		= -1 - _cos

							lowercase_      :    Dict       		= 1 + alpha
							lowercase_      :    Optional[Any]       		= -2 * _cos
							lowercase_      :    List[Any]       		= 1 - alpha

							lowercase_      :    Union[str, Any]       		= IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]   ,   [ba, ba, ba]				)
							return filt




def 							lowerCamelCase			(   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      float = 1 / sqrt(2				)				)    ->   IIRFilter:
							lowercase_      :    int       		= tau * frequency / samplerate
							lowercase_      :    int       		= sin(UpperCAmelCase__				)
							lowercase_      :    Union[str, Any]       		= cos(UpperCAmelCase__				)
							lowercase_      :    str       		= _sin / (2 * q_factor)

							lowercase_      :    str       		= _sin / 2
							lowercase_      :    Any       		= 0
							lowercase_      :    Optional[Any]       		= -ba

							lowercase_      :    Dict       		= 1 + alpha
							lowercase_      :    Union[str, Any]       		= -2 * _cos
							lowercase_      :    Union[str, Any]       		= 1 - alpha

							lowercase_      :    Tuple       		= IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]   ,   [ba, ba, ba]				)
							return filt




def 							lowerCamelCase			(   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      float = 1 / sqrt(2				)				)    ->   IIRFilter:
							lowercase_      :    List[str]       		= tau * frequency / samplerate
							lowercase_      :    Any       		= sin(UpperCAmelCase__				)
							lowercase_      :    List[Any]       		= cos(UpperCAmelCase__				)
							lowercase_      :    Optional[Any]       		= _sin / (2 * q_factor)

							lowercase_      :    Any       		= 1 - alpha
							lowercase_      :    Optional[Any]       		= -2 * _cos
							lowercase_      :    Optional[int]       		= 1 + alpha

							lowercase_      :    Dict       		= IIRFilter(2				)
							filt.set_coefficients([ba, ba, ba]   ,   [ba, ba, ba]				)
							return filt




def 							lowerCamelCase			(   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      float   ,   UpperCAmelCase__ :      float = 1 / sqrt(2				)   ,   )    ->   IIRFilter:
							lowercase_      :    Dict       		= tau * frequency / samplerate
							lowercase_      :    Tuple       		= sin(UpperCAmelCase__				)
							lowercase_      :    List[Any]       		= cos(UpperCAmelCase__				)
							lowercase_      :    List[Any]       		= _sin / (2 * q_factor)
							lowercase_      :    Any       		= 10 ** (gain_db / 40)

							lowercase_      :    List[str]       		= 1 + alpha * big_a
							lowercase_      :    List[Any]       		= -2 * _cos
							lowercase_      :    Dict       		= 1 - alpha * big_a
							lowercase_      :    str       		= 1 + alpha / big_a
							lowercase_      :    List[str]       		= -2 * _cos
							lowercase_      :    Tuple       		= 1 - alpha / big_a

							lowercase_      :    Any       		= IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]   ,   [ba, ba, ba]				)
							return filt




def 							lowerCamelCase			(   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      float   ,   UpperCAmelCase__ :      float = 1 / sqrt(2				)   ,   )    ->   IIRFilter:
							lowercase_      :    Dict       		= tau * frequency / samplerate
							lowercase_      :    Union[str, Any]       		= sin(UpperCAmelCase__				)
							lowercase_      :    Any       		= cos(UpperCAmelCase__				)
							lowercase_      :    Any       		= _sin / (2 * q_factor)
							lowercase_      :    Any       		= 10 ** (gain_db / 40)
							lowercase_      :    Any       		= (big_a + 1) - (big_a - 1) * _cos
							lowercase_      :    int       		= (big_a + 1) + (big_a - 1) * _cos
							lowercase_      :    Tuple       		= (big_a - 1) - (big_a + 1) * _cos
							lowercase_      :    Optional[Any]       		= (big_a - 1) + (big_a + 1) * _cos
							lowercase_      :    int       		= 2 * sqrt(UpperCAmelCase__				) * alpha

							lowercase_      :    Tuple       		= big_a * (pmc + aaa)
							lowercase_      :    List[str]       		= 2 * big_a * mpc
							lowercase_      :    Union[str, Any]       		= big_a * (pmc - aaa)
							lowercase_      :    Optional[int]       		= ppmc + aaa
							lowercase_      :    Optional[int]       		= -2 * pmpc
							lowercase_      :    Any       		= ppmc - aaa

							lowercase_      :    Optional[int]       		= IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]   ,   [ba, ba, ba]				)
							return filt




def 							lowerCamelCase			(   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      int   ,   UpperCAmelCase__ :      float   ,   UpperCAmelCase__ :      float = 1 / sqrt(2				)   ,   )    ->   IIRFilter:
							lowercase_      :    str       		= tau * frequency / samplerate
							lowercase_      :    int       		= sin(UpperCAmelCase__				)
							lowercase_      :    int       		= cos(UpperCAmelCase__				)
							lowercase_      :    Dict       		= _sin / (2 * q_factor)
							lowercase_      :    Union[str, Any]       		= 10 ** (gain_db / 40)
							lowercase_      :    Union[str, Any]       		= (big_a + 1) - (big_a - 1) * _cos
							lowercase_      :    Optional[int]       		= (big_a + 1) + (big_a - 1) * _cos
							lowercase_      :    Any       		= (big_a - 1) - (big_a + 1) * _cos
							lowercase_      :    str       		= (big_a - 1) + (big_a + 1) * _cos
							lowercase_      :    Optional[int]       		= 2 * sqrt(UpperCAmelCase__				) * alpha

							lowercase_      :    Tuple       		= big_a * (ppmc + aaa)
							lowercase_      :    List[Any]       		= -2 * big_a * pmpc
							lowercase_      :    Optional[Any]       		= big_a * (ppmc - aaa)
							lowercase_      :    Optional[Any]       		= pmc + aaa
							lowercase_      :    int       		= 2 * mpc
							lowercase_      :    Tuple       		= pmc - aaa

							lowercase_      :    Union[str, Any]       		= IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]   ,   [ba, ba, ba]				)
							return filt





