import argparse
from collections import defaultdict

import yaml


__UpperCamelCase		:       Optional[Any]									=     'docs/source/en/_toctree.yml'
def       A	(    _lowercase						):
						SCREAMING_SNAKE_CASE							:    List[Any]							=							defaultdict(_lowercase						)
						SCREAMING_SNAKE_CASE							:    Union[str, Any]							=							[]
						SCREAMING_SNAKE_CASE							:    int							=							[]
						for doc in doc_list:
												if "local" in doc:
																		counts[doc["local"]] += 1

												if doc["title"].lower() == "overview":
																		overview_doc.append({'''local''': doc['''local'''], '''title''': doc['''title''']}						)
												else:
																		new_doc_list.append(_lowercase						)

						SCREAMING_SNAKE_CASE							:    Optional[Any]							=							new_doc_list
						SCREAMING_SNAKE_CASE							:    Union[str, Any]							=							[key for key, value in counts.items() if value > 1]

						SCREAMING_SNAKE_CASE							:    Optional[Any]							=							[]
						for duplicate_key in duplicates:
												SCREAMING_SNAKE_CASE							:    Tuple							=							list({doc['''title'''] for doc in doc_list if doc['''local'''] == duplicate_key}						)
												if len(_lowercase						) > 1:
																		raise ValueError(
																		    f"""{duplicate_key} is present several times in the documentation table of content at """
																		    '''`docs/source/en/_toctree.yml` with different *Title* values. Choose one of those and remove the '''
																		    '''others.'''						)
												# Only add this once
												new_doc.append({'''local''': duplicate_key, '''title''': titles[0]}						)

						# Add none duplicate-keys
						new_doc.extend([doc for doc in doc_list if '''local''' not in counts or counts[doc['''local''']] == 1]						)
						SCREAMING_SNAKE_CASE							:    str							=							sorted(_lowercase		,  key=lambda _lowercase						: s["title"].lower()						)

						# "overview" gets special treatment and is always first
						if len(_lowercase						) > 1:
												raise ValueError('''{doc_list} has two \'overview\' docs which is not allowed.'''						)

						overview_doc.extend(_lowercase						)

						# Sort
						return overview_doc
def       A	(    _lowercase=False						):
						with open(_lowercase		,  encoding='''utf-8'''						) as f:
												SCREAMING_SNAKE_CASE							:    List[Any]							=							yaml.safe_load(f.read()						)

						# Get to the API doc
						SCREAMING_SNAKE_CASE							:    int							=							0
						while content[api_idx]["title"] != "API":
												api_idx += 1
						SCREAMING_SNAKE_CASE							:    Optional[Any]							=							content[api_idx]['''sections''']

						# Then to the model doc
						SCREAMING_SNAKE_CASE							:    Dict							=							0
						while api_doc[scheduler_idx]["title"] != "Schedulers":
												scheduler_idx += 1

						SCREAMING_SNAKE_CASE							:    int							=							api_doc[scheduler_idx]['''sections''']
						SCREAMING_SNAKE_CASE							:    Tuple							=							clean_doc_toc(_lowercase						)

						SCREAMING_SNAKE_CASE							:    Optional[int]							=							False
						if new_scheduler_doc != scheduler_doc:
												SCREAMING_SNAKE_CASE							:    List[str]							=							True
												if overwrite:
																		SCREAMING_SNAKE_CASE							:    Optional[Any]							=							new_scheduler_doc

						if diff:
												if overwrite:
																		SCREAMING_SNAKE_CASE							:    List[Any]							=							api_doc
																		with open(_lowercase		,  '''w'''		,  encoding='''utf-8'''						) as f:
																								f.write(yaml.dump(_lowercase		,  allow_unicode=_lowercase						)						)
												else:
																		raise ValueError(
																		    '''The model doc part of the table of content is not properly sorted, run `make style` to fix this.'''						)
def       A	(    _lowercase=False						):
						with open(_lowercase		,  encoding='''utf-8'''						) as f:
												SCREAMING_SNAKE_CASE							:    Tuple							=							yaml.safe_load(f.read()						)

						# Get to the API doc
						SCREAMING_SNAKE_CASE							:    str							=							0
						while content[api_idx]["title"] != "API":
												api_idx += 1
						SCREAMING_SNAKE_CASE							:    Optional[Any]							=							content[api_idx]['''sections''']

						# Then to the model doc
						SCREAMING_SNAKE_CASE							:    List[Any]							=							0
						while api_doc[pipeline_idx]["title"] != "Pipelines":
												pipeline_idx += 1

						SCREAMING_SNAKE_CASE							:    List[Any]							=							False
						SCREAMING_SNAKE_CASE							:    int							=							api_doc[pipeline_idx]['''sections''']
						SCREAMING_SNAKE_CASE							:    Union[str, Any]							=							[]

						# sort sub pipeline docs
						for pipeline_doc in pipeline_docs:
												if "section" in pipeline_doc:
																		SCREAMING_SNAKE_CASE							:    Dict							=							pipeline_doc['''section''']
																		SCREAMING_SNAKE_CASE							:    str							=							clean_doc_toc(_lowercase						)
																		if overwrite:
																								SCREAMING_SNAKE_CASE							:    Optional[Any]							=							new_sub_pipeline_doc
												new_pipeline_docs.append(_lowercase						)

						# sort overall pipeline doc
						SCREAMING_SNAKE_CASE							:    List[str]							=							clean_doc_toc(_lowercase						)

						if new_pipeline_docs != pipeline_docs:
												SCREAMING_SNAKE_CASE							:    Optional[int]							=							True
												if overwrite:
																		SCREAMING_SNAKE_CASE							:    Optional[int]							=							new_pipeline_docs

						if diff:
												if overwrite:
																		SCREAMING_SNAKE_CASE							:    Dict							=							api_doc
																		with open(_lowercase		,  '''w'''		,  encoding='''utf-8'''						) as f:
																								f.write(yaml.dump(_lowercase		,  allow_unicode=_lowercase						)						)
												else:
																		raise ValueError(
																		    '''The model doc part of the table of content is not properly sorted, run `make style` to fix this.'''						)


if __name__ == "__main__":
					__UpperCamelCase		:       Any									=     argparse.ArgumentParser()
					parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
					__UpperCamelCase		:       str									=     parser.parse_args()

					check_scheduler_doc(args.fix_and_overwrite)
					check_pipeline_doc(args.fix_and_overwrite)






import itertools
import string
from collections.abc import Generator, Iterable
def       A	(    _lowercase		,  _lowercase						):
						SCREAMING_SNAKE_CASE							:    Union[str, Any]							=							iter(_lowercase						)
						while True:
												SCREAMING_SNAKE_CASE							:    Optional[Any]							=							tuple(itertools.islice(_lowercase		,  _lowercase						)						)
												if not chunk:
																		return
												yield chunk
def       A	(    _lowercase						):
						SCREAMING_SNAKE_CASE							:    int							=							''''''.join([c.upper() for c in dirty if c in string.ascii_letters]						)
						SCREAMING_SNAKE_CASE							:    List[str]							=							''''''

						if len(_lowercase						) < 2:
												return dirty

						for i in range(len(_lowercase						) - 1						):
												clean += dirty[i]

												if dirty[i] == dirty[i + 1]:
																		clean += "X"

						clean += dirty[-1]

						if len(_lowercase						) & 1:
												clean += "X"

						return clean
def       A	(    _lowercase						):
						# I and J are used interchangeably to allow
						# us to use a 5x5 table (25 letters)
						SCREAMING_SNAKE_CASE							:    Optional[Any]							=							'''ABCDEFGHIKLMNOPQRSTUVWXYZ'''
						# we're using a list instead of a '2d' array because it makes the math
						# for setting up the table and doing the actual encoding/decoding simpler
						SCREAMING_SNAKE_CASE							:    List[Any]							=							[]

						# copy key chars into the table if they are in `alphabet` ignoring duplicates
						for char in key.upper():
												if char not in table and char in alphabet:
																		table.append(_lowercase						)

    # fill the rest of the table in with the remaining alphabet chars
						for char in alphabet:
												if char not in table:
																		table.append(_lowercase						)

						return table
def       A	(    _lowercase		,  _lowercase						):
						SCREAMING_SNAKE_CASE							:    Any							=							generate_table(_lowercase						)
						SCREAMING_SNAKE_CASE							:    Any							=							prepare_input(_lowercase						)
						SCREAMING_SNAKE_CASE							:    Union[str, Any]							=							''''''

						# https://en.wikipedia.org/wiki/Playfair_cipher#Description
						for chara, chara in chunker(_lowercase		,  2						):
												SCREAMING_SNAKE_CASE				,  SCREAMING_SNAKE_CASE							:    int							=							divmod(table.index(_lowercase						)		,  5						)
												SCREAMING_SNAKE_CASE				,  SCREAMING_SNAKE_CASE							:    Union[str, Any]							=							divmod(table.index(_lowercase						)		,  5						)

												if rowa == rowa:
																		ciphertext += table[rowa * 5 + (cola + 1) % 5]
																		ciphertext += table[rowa * 5 + (cola + 1) % 5]
												elif cola == cola:
																		ciphertext += table[((rowa + 1) % 5) * 5 + cola]
																		ciphertext += table[((rowa + 1) % 5) * 5 + cola]
												else:  # rectangle
																		ciphertext += table[rowa * 5 + cola]
																		ciphertext += table[rowa * 5 + cola]

						return ciphertext



def       A	(    _lowercase		,  _lowercase						):
						SCREAMING_SNAKE_CASE							:    Any							=							generate_table(_lowercase						)
						SCREAMING_SNAKE_CASE							:    List[Any]							=							''''''

						# https://en.wikipedia.org/wiki/Playfair_cipher#Description
						for chara, chara in chunker(_lowercase		,  2						):
												SCREAMING_SNAKE_CASE				,  SCREAMING_SNAKE_CASE							:    List[str]							=							divmod(table.index(_lowercase						)		,  5						)
												SCREAMING_SNAKE_CASE				,  SCREAMING_SNAKE_CASE							:    Optional[Any]							=							divmod(table.index(_lowercase						)		,  5						)

												if rowa == rowa:
																		plaintext += table[rowa * 5 + (cola - 1) % 5]
																		plaintext += table[rowa * 5 + (cola - 1) % 5]
												elif cola == cola:
																		plaintext += table[((rowa - 1) % 5) * 5 + cola]
																		plaintext += table[((rowa - 1) % 5) * 5 + cola]
												else:  # rectangle
																		plaintext += table[rowa * 5 + cola]
																		plaintext += table[rowa * 5 + cola]

						return plaintext





