



'''simple docstring'''






# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import os
from typing import List


def 			snake_case_					( _lowerCAmelCase  :						List[str]       ,				_lowerCAmelCase  :						str  )				->       List[Any]:
							if name != "training_function" and name != "main":
														raise ValueError(f"""Incorrect function name passed: {name}, choose either 'main' or 'training_function'"""  )
							UpperCAmelCase							,		UpperCAmelCase			:	List[str]										=		[], False
							for line in lines:
														if not found_start and f"""def {name}""" in line:
																					UpperCAmelCase			:	str										=		True
																					good_lines.append(_lowerCAmelCase  )
																					continue
														if found_start:
																					if name == "training_function" and "def main" in line:
																												return good_lines
																					if name == "main" and "if __name__" in line:
																												return good_lines
																					good_lines.append(_lowerCAmelCase  )


def 			snake_case_					( _lowerCAmelCase  :						List[str]  )				->       Optional[int]:
							return [line for line in lines if not line.lstrip().startswith('''#'''  ) and line != "\n"]




def 			snake_case_					( _lowerCAmelCase  :						str       ,				_lowerCAmelCase  :						str       ,				_lowerCAmelCase  :						bool       ,				_lowerCAmelCase  :						str = None  )				->       Optional[int]:
							with open(_lowerCAmelCase       ,				'''r'''  ) as f:
														UpperCAmelCase			:	str										=		f.readlines()
							with open(os.path.abspath(os.path.join('''examples'''       ,				'''nlp_example.py'''  )  )       ,				'''r'''  ) as f:
														UpperCAmelCase			:	str										=		f.readlines()
							with open(_lowerCAmelCase       ,				'''r'''  ) as f:
														UpperCAmelCase			:	Union[str, Any]										=		f.readlines()
							if secondary_filename is not None:
														with open(_lowerCAmelCase       ,				'''r'''  ) as f:
																					UpperCAmelCase			:	str										=		f.readlines()

    # This is our base, we remove all the code from here in our `full_filename` and `feature_filename` to find the new content
							if parser_only:
														UpperCAmelCase			:	Optional[int]										=		clean_lines(get_function_contents_by_name(_lowerCAmelCase       ,				'''main'''  )  )
														UpperCAmelCase			:	List[Any]										=		clean_lines(get_function_contents_by_name(_lowerCAmelCase       ,				'''main'''  )  )
														UpperCAmelCase			:	Union[str, Any]										=		clean_lines(get_function_contents_by_name(_lowerCAmelCase       ,				'''main'''  )  )
														if secondary_filename is not None:
																					UpperCAmelCase			:	Any										=		clean_lines(get_function_contents_by_name(_lowerCAmelCase       ,				'''main'''  )  )
							else:
														UpperCAmelCase			:	int										=		clean_lines(get_function_contents_by_name(_lowerCAmelCase       ,				'''training_function'''  )  )
														UpperCAmelCase			:	Any										=		clean_lines(get_function_contents_by_name(_lowerCAmelCase       ,				'''training_function'''  )  )
														UpperCAmelCase			:	str										=		clean_lines(get_function_contents_by_name(_lowerCAmelCase       ,				'''training_function'''  )  )
														if secondary_filename is not None:
																					UpperCAmelCase			:	str										=		clean_lines(
																					    get_function_contents_by_name(_lowerCAmelCase       ,				'''training_function'''  )  )

							UpperCAmelCase			:	Dict										=		'''train_dataloader, eval_dataloader = get_dataloaders(accelerator, batch_size)\n'''

							# Specific code in our script that differs from the full version, aka what is new
							UpperCAmelCase			:	List[Any]										=		[]
							UpperCAmelCase			:	Any										=		[]  # We keep track of the idxs just in case it's a repeated statement
							UpperCAmelCase			:	List[str]										=		iter(_lowerCAmelCase  )
							for i in range(len(_lowerCAmelCase  ) - 1  ):
														if i not in passed_idxs:
																					UpperCAmelCase			:	Dict										=		next(_lowerCAmelCase  )
																					if (line not in full_file_func) and (line.lstrip() != _dl_line):
																												if "TESTING_MOCKED_DATALOADERS" not in line:
																																			new_feature_code.append(_lowerCAmelCase  )
																																			passed_idxs.append(_lowerCAmelCase  )
																												else:
																																			# Skip over the `config['num_epochs'] = 2` statement
																																			UpperCAmelCase			:	Any										=		next(_lowerCAmelCase  )

    # Extract out just the new parts from the full_file_training_func
							UpperCAmelCase			:	Dict										=		[]
							UpperCAmelCase			:	Optional[int]										=		[]  # We keep track of the idxs just in case it's a repeated statement
							for i, line in enumerate(_lowerCAmelCase  ):
														if i not in passed_idxs:
																					if (line not in full_file_func) and (line.lstrip() != _dl_line):
																												if "TESTING_MOCKED_DATALOADERS" not in line:
																																			new_full_example_parts.append(_lowerCAmelCase  )
																																			passed_idxs.append(_lowerCAmelCase  )

    # Finally, get the overall diff
							UpperCAmelCase			:	Union[str, Any]										=		[line for line in new_feature_code if line not in new_full_example_parts]
							if secondary_filename is not None:
														UpperCAmelCase			:	List[Any]										=		[line for line in full_file_contents if line not in secondary_file_func]
														UpperCAmelCase			:	Tuple										=		[line for line in diff_from_example if line not in diff_from_two]

							return diff_from_example










'''simple docstring'''






UpperCamelCase__:       Any							     =      [[0, 1, 1], [0, 0, 1], [1, 0, 0]]

class     SCREAMING_SNAKE_CASE:







	"""simple docstring"""






	def __init__(						self      :					List[str]		,      __snake_case      :					int		)      ->		int:
								UpperCAmelCase			:	Any										=		name
								UpperCAmelCase			:	Optional[Any]										=		[]
								UpperCAmelCase			:	Any										=		[]







	def 					A     (						self      :					Dict		,      __snake_case      :					str		)      ->		Tuple:
								self.inbound.append(__snake_case		)







	def 					A     (						self      :					Union[str, Any]		,      __snake_case      :					str		)      ->		Optional[int]:
								self.outbound.append(__snake_case		)







	def __repr__(						self      :					Optional[int]		)      ->		Optional[int]:
								return F"""<node={self.name} inbound={self.inbound} outbound={self.outbound}>"""


def 			snake_case_					( _lowerCAmelCase  :						Tuple       ,				_lowerCAmelCase  :						Dict=3       ,				_lowerCAmelCase  :						Tuple=0.8_5  )				->       Optional[Any]:
							UpperCAmelCase			:	Tuple										=		{}
							for node in nodes:
														UpperCAmelCase			:	List[str]										=		1

							UpperCAmelCase			:	List[Any]										=		{}
							for node in nodes:
														UpperCAmelCase			:	str										=		len(node.outbound  )

							for i in range(_lowerCAmelCase  ):
														print(f"""======= Iteration {i + 1} ======="""  )
														for _, node in enumerate(_lowerCAmelCase  ):
																					UpperCAmelCase			:	str										=		(1 - d) + d * sum(
																					    ranks[ib] / outbounds[ib] for ib in node.inbound  )
														print(_lowerCAmelCase  )


def 			snake_case_					( )				->       List[str]:
							UpperCAmelCase			:	str										=		list(input('''Enter Names of the Nodes: '''  ).split()  )

							UpperCAmelCase			:	Dict										=		[Node(_lowerCAmelCase  ) for name in names]

							for ri, row in enumerate(_lowerCAmelCase  ):
														for ci, col in enumerate(_lowerCAmelCase  ):
																					if col == 1:
																												nodes[ci].add_inbound(names[ri]  )
																												nodes[ri].add_outbound(names[ci]  )

							print('''======= Nodes ======='''  )
							for node in nodes:
														print(_lowerCAmelCase  )

							page_rank(_lowerCAmelCase  )


if __name__ == "__main__":
						main()





