logging: !import logging.yml
licit_chars: !import:licit_french_chars_no_spelling utils/lists_dicts_etc/licit_characters.yml
mappings: !import:taxonomy_to_large_taxonomy utils/lists_dicts_etc/taxonomy_mappings.yml
regex_to_replace: !import:default_regex_to_replace utils/lists_dicts_etc/regexes_to_replace.yml
chars_to_ignore: !import:default_char_to_ignore_no_dash utils/lists_dicts_etc/characters_to_ignore.yml


dataset:
  (): preprocess_dataset.my_datasets.ProcessedDataset
  name: "common_voice_11_0_processed"
  origin_dataset_loader:
    (): preprocess_dataset.dataset_loaders.HuggingfaceHubLoader
    dataset_repo_id: "mozilla-foundation/common_voice_11_0"
    config_name: "fr"
  dataset_savers:
    - (): preprocess_dataset.dataset_savers.SaveToHuggingFaceHub
  processing_chain:
    (): preprocess_dataset.dataset_processors.ProcessingChain
    processors:
      - (): preprocess_dataset.dataset_processors.dataset_shape_preprocessors.mergers.ConcatenateTwoSplits
        first_split: "train"
        other_split: "validation"
      - (): preprocess_dataset.dataset_processors.dataset_shape_preprocessors.removers.SplitsToKeep
        splits_to_keep: ["train", "test"]
      - (): preprocess_dataset.dataset_processors.misc_preprocessors.Shuffle
      - (): preprocess_dataset.dataset_processors.misc_preprocessors.LambdaMap
        lambda_func_str: 'lambda batch: {"user": "-".join([batch["accent"], batch["gender"], batch["age"]]),
                         "taxonomy": "common_voice",
                         "taxonomy_large": "common_voice"}'
      - (): preprocess_dataset.dataset_processors.dataset_shape_preprocessors.removers.ColumnsToKeep
        columns_to_keep: ["sentence", "audio", "path", "taxonomy", "taxonomy_large"]
      - (): preprocess_dataset.dataset_processors.dataset_shape_preprocessors.duplicators.DuplicateColumn
        origin_column_name: "sentence"
        new_column_name: "sentence_processed"
      - (): preprocess_dataset.dataset_processors.text_preprocessors.TextPreProcessingChain
        column: "sentence_processed"
        processors:
          - (): preprocess_dataset.dataset_processors.text_preprocessors.preprocessors.Normalize
          - (): preprocess_dataset.dataset_processors.text_preprocessors.preprocessors.ReplaceRegexProcessor
            regex_to_replace: !cfg regex_to_replace
          - (): preprocess_dataset.dataset_processors.text_preprocessors.preprocessors.RemoveSpecialCharsProcessor
            chars_to_ignore: !cfg chars_to_ignore
          - (): preprocess_dataset.dataset_processors.text_preprocessors.preprocessors.LowerCaseProcessor
            do_not_lowercase_spellings: false
      - (): preprocess_dataset.dataset_processors.dataset_shape_preprocessors.filters.Filter
        print_report: true
        filter:
          (): preprocess_dataset.dataset_processors.dataset_shape_preprocessors.filters.LicitCharactersFilter
          licit_chars: !cfg licit_chars
          column_name: "sentence_processed"
      - (): preprocess_dataset.dataset_processors.audio_preprocessors.CastAudioColumn
      - (): preprocess_dataset.dataset_processors.audio_preprocessors.ForceResampling