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: "multilingual_librispeech_fr_processed"
  origin_dataset_loader:
    (): preprocess_dataset.dataset_loaders.HuggingfaceHubLoader
    dataset_repo_id: "facebook/multilingual_librispeech"
    config_name: "french"
  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: {
                         "taxonomy": "librispeech",
                         "taxonomy_large": "librispeech"}'
      - (): preprocess_dataset.dataset_processors.dataset_shape_preprocessors.filters.Filter
        print_report: true
        filter:
          # remove all the samples where the accented characters have been removed by mistake
          (): preprocess_dataset.dataset_processors.dataset_shape_preprocessors.filters.FilterColumnStartWith
          column_name: "id"
          values_to_remove: ['10032_9061', '10058_9061', '10065_9061', '10082_9061', '11772_12174', '123_2301', '123_4904', '123_5177', '123_5565', '123_9061', '12823_13638', '1590_1356', '1590_2232', '177_149', '1989_5177', '204_4904', '2544_5177', '2587_4904', '2596_3135', '2607_4904', '2825_5565', '28_149', '30_149', '3595_4904', '3698_4904', '3698_5177', '3698_5565', '4018_5565', '5232_4904', '5232_5203', '5232_5565', '5595_5177', '5612_4904', '5840_4904', '6318_5203', '6318_5565', '6362_5471', '7032_5203', '707_1167', '7423_9061', '8778_9061', '9242_9061', '9804_9061', '9854_9061', '123_4624']
      - (): preprocess_dataset.dataset_processors.misc_preprocessors.RenameColumn
        origin_column_name: 'id'
        target_column_name: 'path'
      - (): preprocess_dataset.dataset_processors.misc_preprocessors.RenameColumn
        origin_column_name: 'text'
        target_column_name: 'sentence'
      - (): 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