


'''simple docstring'''






import importlib
import json
import os
import sys
import tempfile
import unittest
from pathlib import Path

import transformers
import transformers.models.auto
from transformers.models.auto.configuration_auto import CONFIG_MAPPING, AutoConfig
from transformers.models.bert.configuration_bert import BertConfig
from transformers.models.roberta.configuration_roberta import RobertaConfig
from transformers.testing_utils import DUMMY_UNKNOWN_IDENTIFIER, get_tests_dir


sys.path.append(str(Path(__file__).parent.parent.parent.parent / "utils"))

from test_module.custom_configuration import CustomConfig  # noqa E402


__A					:  str											=      get_tests_dir("fixtures/dummy-config.json")






class    __snake_case       (   unittest.TestCase):







    """simple docstring"""



    def __lowercase   (   self    :  Optional[Any]		)   ->  List[Any]:
      lowerCAmelCase_			:      Optional[int]			=   0

    def __lowercase   (   self    :  Union[str, Any]		)   ->  int:
      self.assertIsNotNone(transformers.models.auto.__spec__		)
      self.assertIsNotNone(importlib.util.find_spec("""transformers.models.auto"""		)		)

    def __lowercase   (   self    :  List[Any]		)   ->  Optional[int]:
      lowerCAmelCase_			:      str			=   AutoConfig.from_pretrained("""bert-base-uncased"""		)
      self.assertIsInstance(lowerCamelCase    ,						lowerCamelCase		)

    def __lowercase   (   self    :  Union[str, Any]		)   ->  List[str]:
      lowerCAmelCase_			:      List[Any]			=   AutoConfig.from_pretrained(lowerCamelCase		)
      self.assertIsInstance(lowerCamelCase    ,						lowerCamelCase		)

    def __lowercase   (   self    :  Optional[Any]		)   ->  List[str]:
      lowerCAmelCase_			:      List[str]			=   AutoConfig.from_pretrained(lowerCamelCase		)
      self.assertIsInstance(lowerCamelCase    ,						lowerCamelCase		)

    def __lowercase   (   self    :  int		)   ->  Union[str, Any]:
      lowerCAmelCase_			:      List[Any]			=   AutoConfig.for_model("""roberta"""		)
      self.assertIsInstance(lowerCamelCase    ,						lowerCamelCase		)

    def __lowercase   (   self    :  List[Any]		)   ->  Tuple:
      with tempfile.TemporaryDirectory() as tmp_dir:
        # This model name contains bert and roberta, but roberta ends up being picked.
        lowerCAmelCase_			:      Dict			=   os.path.join(lowerCamelCase    ,						"""fake-roberta"""		)
        os.makedirs(lowerCamelCase    ,						exist_ok=lowerCamelCase		)
        with open(os.path.join(lowerCamelCase    ,						"""config.json"""		)    ,						"""w"""		) as f:
          f.write(json.dumps({}		)		)
        lowerCAmelCase_			:      Any			=   AutoConfig.from_pretrained(lowerCamelCase		)
        self.assertEqual(type(lowerCamelCase		)    ,						lowerCamelCase		)

    def __lowercase   (   self    :  Any		)   ->  Optional[int]:
      try:
        AutoConfig.register("""custom"""    ,						lowerCamelCase		)
        # Wrong model type will raise an error
        with self.assertRaises(lowerCamelCase		):
          AutoConfig.register("""model"""    ,						lowerCamelCase		)
        # Trying to register something existing in the Transformers library will raise an error
        with self.assertRaises(lowerCamelCase		):
          AutoConfig.register("""bert"""    ,						lowerCamelCase		)

        # Now that the config is registered, it can be used as any other config with the auto-API
        lowerCAmelCase_			:      int			=   CustomConfig()
        with tempfile.TemporaryDirectory() as tmp_dir:
          config.save_pretrained(lowerCamelCase		)
          lowerCAmelCase_			:      Union[str, Any]			=   AutoConfig.from_pretrained(lowerCamelCase		)
          self.assertIsInstance(lowerCamelCase    ,						lowerCamelCase		)

      finally:
        if "custom" in CONFIG_MAPPING._extra_content:
          del CONFIG_MAPPING._extra_content["custom"]

    def __lowercase   (   self    :  Any		)   ->  int:
      with self.assertRaisesRegex(
          lowerCamelCase    ,						"""bert-base is not a local folder and is not a valid model identifier"""		):
        lowerCAmelCase_			:      List[str]			=   AutoConfig.from_pretrained("""bert-base"""		)

    def __lowercase   (   self    :  Union[str, Any]		)   ->  str:
      with self.assertRaisesRegex(
          lowerCamelCase    ,						R"""aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)"""		):
        lowerCAmelCase_			:      Optional[int]			=   AutoConfig.from_pretrained(lowerCamelCase    ,						revision="""aaaaaa"""		)

    def __lowercase   (   self    :  Union[str, Any]		)   ->  Tuple:
      with self.assertRaisesRegex(
          lowerCamelCase    ,						"""hf-internal-testing/no-config-test-repo does not appear to have a file named config.json."""    ,						):
        lowerCAmelCase_			:      List[Any]			=   AutoConfig.from_pretrained("""hf-internal-testing/no-config-test-repo"""		)

    def __lowercase   (   self    :  str		)   ->  Union[str, Any]:
      # If remote code is not set, we will time out when asking whether to load the model.
      with self.assertRaises(lowerCamelCase		):
        lowerCAmelCase_			:      Optional[int]			=   AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""		)
      # If remote code is disabled, we can't load this config.
      with self.assertRaises(lowerCamelCase		):
        lowerCAmelCase_			:      Union[str, Any]			=   AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""    ,						trust_remote_code=lowerCamelCase		)

      lowerCAmelCase_			:      List[Any]			=   AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""    ,						trust_remote_code=lowerCamelCase		)
      self.assertEqual(config.__class__.__name__    ,						"""NewModelConfig"""		)

      # Test config can be reloaded.
      with tempfile.TemporaryDirectory() as tmp_dir:
        config.save_pretrained(lowerCamelCase		)
        lowerCAmelCase_			:      List[str]			=   AutoConfig.from_pretrained(lowerCamelCase    ,						trust_remote_code=lowerCamelCase		)
      self.assertEqual(reloaded_config.__class__.__name__    ,						"""NewModelConfig"""		)





    def __lowercase   (   self    :  Any		)   ->  List[str]:






      class    __snake_case       (   _SCREAMING_SNAKE_CASE):







          """simple docstring"""



          lowercase    =					'new-model'

      try:
        AutoConfig.register("""new-model"""    ,						lowerCamelCase		)
        # If remote code is not set, the default is to use local
        lowerCAmelCase_			:      int			=   AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""		)
        self.assertEqual(config.__class__.__name__    ,						"""NewModelConfigLocal"""		)

        # If remote code is disabled, we load the local one.
        lowerCAmelCase_			:      Union[str, Any]			=   AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""    ,						trust_remote_code=lowerCamelCase		)
        self.assertEqual(config.__class__.__name__    ,						"""NewModelConfigLocal"""		)

        # If remote is enabled, we load from the Hub
        lowerCAmelCase_			:      Any			=   AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""    ,						trust_remote_code=lowerCamelCase		)
        self.assertEqual(config.__class__.__name__    ,						"""NewModelConfig"""		)

      finally:
        if "new-model" in CONFIG_MAPPING._extra_content:
          del CONFIG_MAPPING._extra_content["new-model"]







'''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



