


'''simple docstring'''






import argparse
from collections import defaultdict

import yaml


__A					:  Dict											=      "docs/source/en/_toctree.yml"







def 				UpperCamelCase_			(    A__					:   int					):
  '''simple docstring'''





  lowerCAmelCase_			:      List[str]			=   defaultdict(A__					)
  for doc in model_doc:
    counts[doc["local"]] += 1
  lowerCAmelCase_			:      Union[str, Any]			=   [key for key, value in counts.items() if value > 1]

  lowerCAmelCase_			:      Tuple			=   []
  for duplicate_key in duplicates:
    lowerCAmelCase_			:      List[str]			=   list({doc["""title"""] for doc in model_doc if doc["""local"""] == duplicate_key}					)
    if len(A__					) > 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 model_doc if counts[doc["""local"""]] == 1]					)

  # Sort
  return sorted(A__							,    key=lambda A__					: s["title"].lower()					)







def 				UpperCamelCase_			(    A__					:   Tuple=False					):
  '''simple docstring'''





  with open(A__							,    encoding="""utf-8"""					) as f:
    lowerCAmelCase_			:      Tuple			=   yaml.safe_load(f.read()					)

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

  # Then to the model doc
  lowerCAmelCase_			:      List[str]			=   0
  while api_doc[model_idx]["title"] != "Models":
    model_idx += 1

  lowerCAmelCase_			:      Optional[int]			=   api_doc[model_idx]["""sections"""]

  lowerCAmelCase_			:      Optional[int]			=   [(idx, section) for idx, section in enumerate(A__					) if """sections""" in section]
  lowerCAmelCase_			:      str			=   False
  for idx, modality_doc in modalities_docs:
    lowerCAmelCase_			:      Optional[int]			=   modality_doc["""sections"""]
    lowerCAmelCase_			:      Dict			=   clean_model_doc_toc(A__					)

    if old_modality_doc != new_modality_doc:
      lowerCAmelCase_			:      Union[str, Any]			=   True
      if overwrite:
        lowerCAmelCase_			:      Union[str, Any]			=   new_modality_doc

  if diff:
    if overwrite:
      lowerCAmelCase_			:      Optional[int]			=   model_doc
      lowerCAmelCase_			:      str			=   api_doc
      with open(A__							,    """w"""							,    encoding="""utf-8"""					) as f:
        f.write(yaml.dump(A__							,    allow_unicode=A__					)					)
    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__":
  __A					:  List[Any]											=      argparse.ArgumentParser()
  parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
  __A					:  Tuple											=      parser.parse_args()

  check_model_doc(args.fix_and_overwrite)







'''simple docstring'''






def 				UpperCamelCase_			(    A__					:   list[list[float]]					):
  '''simple docstring'''





  lowerCAmelCase_			:      list[list[float]]			=   []
  for data in source_data:
    for i, el in enumerate(A__					):
      if len(A__					) < i + 1:
        data_lists.append([]					)
      data_lists[i].append(float(A__					)					)
  return data_lists







def 				UpperCamelCase_			(    A__					:   list[list[float]]							,    A__					:   list[int]					):
  '''simple docstring'''





  lowerCAmelCase_			:      list[list[float]]			=   []
  for dlist, weight in zip(A__							,    A__					):
    lowerCAmelCase_			:      Tuple			=   min(A__					)
    lowerCAmelCase_			:      str			=   max(A__					)

    lowerCAmelCase_			:      list[float]			=   []
    # for weight 0 score is 1 - actual score
    if weight == 0:
      for item in dlist:
        try:
          score.append(1 - ((item - mind) / (maxd - mind))					)
        except ZeroDivisionError:
          score.append(1					)

    elif weight == 1:
      for item in dlist:
        try:
          score.append((item - mind) / (maxd - mind)					)
        except ZeroDivisionError:
          score.append(0					)

        # weight not 0 or 1
    else:
      lowerCAmelCase_			:      List[Any]			=   f'Invalid weight of {weight:f} provided'
      raise ValueError(A__					)

    score_lists.append(A__					)

  return score_lists







def 				UpperCamelCase_			(    A__					:   list[list[float]]					):
  '''simple docstring'''





  lowerCAmelCase_			:      list[float]			=   [0 for i in range(len(score_lists[0]					)					)]

  for slist in score_lists:
    for j, ele in enumerate(A__					):
      lowerCAmelCase_			:      List[Any]			=   final_scores[j] + ele

  return final_scores







def 				UpperCamelCase_			(    A__					:   list[list[float]]							,    A__					:   list[int]					):
  '''simple docstring'''





  lowerCAmelCase_			:      Optional[Any]			=   get_data(A__					)
  lowerCAmelCase_			:      Tuple			=   calculate_each_score(A__							,    A__					)
  lowerCAmelCase_			:      Optional[int]			=   generate_final_scores(A__					)

  # append scores to source data
  for i, ele in enumerate(A__					):
    source_data[i].append(A__					)

  return source_data



