mamkit package

Subpackages

• mamkit.configs package
  • Submodules
  • mamkit.configs.audio module
    • BiLSTMMFCCsConfig
      • BiLSTMMFCCsConfig.configs
      • BiLSTMMFCCsConfig.marg_arc_anonymous()
      • BiLSTMMFCCsConfig.marg_mancini_2022()
      • BiLSTMMFCCsConfig.mmused_acc_anonymous()
      • BiLSTMMFCCsConfig.mmused_acc_mancini_2022()
      • BiLSTMMFCCsConfig.mmused_asd_anonymous()
      • BiLSTMMFCCsConfig.mmused_asd_mancini_2022()
      • BiLSTMMFCCsConfig.mmused_fallacy_afc_anonymous()
      • BiLSTMMFCCsConfig.ukdebates_asd_anonymous()
      • BiLSTMMFCCsConfig.ukdebates_asd_mancini_2022()
    • BiLSTMTransformerConfig
      • BiLSTMTransformerConfig.configs
      • BiLSTMTransformerConfig.marg_arc_anonymous()
      • BiLSTMTransformerConfig.marg_arc_hubert_anonymous()
      • BiLSTMTransformerConfig.marg_arc_wavlm_anonymous()
      • BiLSTMTransformerConfig.marg_mancini_2022()
      • BiLSTMTransformerConfig.mmused_acc_anonymous()
      • BiLSTMTransformerConfig.mmused_acc_hubert_anonymous()
      • BiLSTMTransformerConfig.mmused_acc_mancini_2022()
      • BiLSTMTransformerConfig.mmused_acc_wavlm_anonymous()
      • BiLSTMTransformerConfig.mmused_asd_anonymous()
      • BiLSTMTransformerConfig.mmused_asd_hubert_anonymous()
      • BiLSTMTransformerConfig.mmused_asd_mancini_2022()
      • BiLSTMTransformerConfig.mmused_asd_wavlm_anonymous()
      • BiLSTMTransformerConfig.mmused_fallacy_afc_anonymous()
      • BiLSTMTransformerConfig.mmused_fallacy_afc_hubert_anonymous()
      • BiLSTMTransformerConfig.mmused_fallacy_afc_wavlm_anonymous()
      • BiLSTMTransformerConfig.ukdebates_asd_anonymous()
      • BiLSTMTransformerConfig.ukdebates_asd_hubert_anonymous()
      • BiLSTMTransformerConfig.ukdebates_asd_mancini_2022()
      • BiLSTMTransformerConfig.ukdebates_asd_wavlm_anonymous()
    • TransformerEncoderConfig
      • TransformerEncoderConfig.configs
      • TransformerEncoderConfig.marg_arc_anonymous()
      • TransformerEncoderConfig.marg_arc_hubert_anonymous()
      • TransformerEncoderConfig.marg_arc_wavlm_anonymous()
      • TransformerEncoderConfig.mmused_acc_anonymous()
      • TransformerEncoderConfig.mmused_acc_hubert_anonymous()
      • TransformerEncoderConfig.mmused_acc_wavlm_anonymous()
      • TransformerEncoderConfig.mmused_asd_anonymous()
      • TransformerEncoderConfig.mmused_asd_hubert_anonymous()
      • TransformerEncoderConfig.mmused_asd_wavlm_anonymous()
      • TransformerEncoderConfig.mmused_fallacy_afc_anonymous()
      • TransformerEncoderConfig.mmused_fallacy_afc_hubert_anonymous()
      • TransformerEncoderConfig.mmused_fallacy_afc_wavlm_anonymous()
      • TransformerEncoderConfig.ukdebates_asd_anonymous()
      • TransformerEncoderConfig.ukdebates_asd_hubert_anonymous()
      • TransformerEncoderConfig.ukdebates_asd_wavlm_anonymous()
  • mamkit.configs.base module
    • BaseConfig
      • BaseConfig.add_config()
      • BaseConfig.configs
      • BaseConfig.from_config()
    • ConfigKey
  • mamkit.configs.text module
    • BiLSTMConfig
      • BiLSTMConfig.configs
      • BiLSTMConfig.marg_arc_anonymous()
      • BiLSTMConfig.marg_arc_mancini_2022()
      • BiLSTMConfig.mmused_acc_anonymous()
      • BiLSTMConfig.mmused_acc_mancini_2022()
      • BiLSTMConfig.mmused_asd_anonymous()
      • BiLSTMConfig.mmused_asd_mancini_2022()
      • BiLSTMConfig.mmused_fallacy_afc_anonymous()
      • BiLSTMConfig.ukdebates_asd_anonymous()
      • BiLSTMConfig.ukdebates_asd_mancini_2022()
    • TransformerConfig
      • TransformerConfig.configs
      • TransformerConfig.marg_arc_bert_anonymous()
      • TransformerConfig.marg_arc_roberta_anonymous()
      • TransformerConfig.mmused_acc_bert_anonymous()
      • TransformerConfig.mmused_acc_roberta_anonymous()
      • TransformerConfig.mmused_asd_bert_anonymous()
      • TransformerConfig.mmused_asd_roberta_anonymous()
      • TransformerConfig.mmused_fallacy_afc_bert_anonymous()
      • TransformerConfig.mmused_fallacy_afc_bert_mancini_2024()
      • TransformerConfig.mmused_fallacy_afc_roberta_anonymous()
      • TransformerConfig.mmused_fallacy_afc_roberta_mancini_2024()
      • TransformerConfig.ukdebates_asd_bert_anonymous()
      • TransformerConfig.ukdebates_asd_mancini_2022()
      • TransformerConfig.ukdebates_asd_roberta_anonymous()
  • mamkit.configs.text_audio module
    • BiLSTMMFCCsConfig
      • BiLSTMMFCCsConfig.configs
      • BiLSTMMFCCsConfig.marg_arc_anonymous()
      • BiLSTMMFCCsConfig.mmused_acc_anonymous()
      • BiLSTMMFCCsConfig.mmused_asd_anonymous()
      • BiLSTMMFCCsConfig.mmused_fallacy_afc_anonymous()
      • BiLSTMMFCCsConfig.ukdebates_asd_anonymous()
    • BiLSTMTransformerConfig
      • BiLSTMTransformerConfig.configs
      • BiLSTMTransformerConfig.marg_arc_anonymous()
      • BiLSTMTransformerConfig.marg_arc_hubert_anonymous()
      • BiLSTMTransformerConfig.marg_arc_wavlm_anonymous()
      • BiLSTMTransformerConfig.mmused_acc_anonymous()
      • BiLSTMTransformerConfig.mmused_acc_hubert_anonymous()
      • BiLSTMTransformerConfig.mmused_acc_wavlm_anonymous()
      • BiLSTMTransformerConfig.mmused_asd_anonymous()
      • BiLSTMTransformerConfig.mmused_asd_hubert_anonymous()
      • BiLSTMTransformerConfig.mmused_asd_wavlm_anonymous()
      • BiLSTMTransformerConfig.mmused_fallacy_afc_anonymous()
      • BiLSTMTransformerConfig.mmused_fallacy_afc_hubert_anonymous()
      • BiLSTMTransformerConfig.mmused_fallacy_afc_wavlm_anonymous()
      • BiLSTMTransformerConfig.ukdebates_asd_anonymous()
      • BiLSTMTransformerConfig.ukdebates_asd_hubert_anonymous()
      • BiLSTMTransformerConfig.ukdebates_asd_wavlm_anonymous()
    • CSAConfig
      • CSAConfig.configs
      • CSAConfig.marg_arc_anonymous()
      • CSAConfig.marg_arc_hubert_anonymous()
      • CSAConfig.marg_arc_wavlm_anonymous()
      • CSAConfig.mmused_acc_anonymous()
      • CSAConfig.mmused_acc_hubert_anonymous()
      • CSAConfig.mmused_acc_wavlm_anonymous()
      • CSAConfig.mmused_asd_anonymous()
      • CSAConfig.mmused_asd_hubert_anonymous()
      • CSAConfig.mmused_asd_wavlm_anonymous()
      • CSAConfig.mmused_fallacy_afc_anonymous()
      • CSAConfig.mmused_fallacy_afc_hubert_anonymous()
      • CSAConfig.mmused_fallacy_afc_wavlm_anonymous()
      • CSAConfig.ukdebates_asd_anonymous()
      • CSAConfig.ukdebates_asd_hubert_anonymous()
      • CSAConfig.ukdebates_asd_wavlm_anonymous()
    • EnsembleConfig
      • EnsembleConfig.configs
      • EnsembleConfig.marg_arc_anonymous()
      • EnsembleConfig.marg_arc_hubert_anonymous()
      • EnsembleConfig.marg_arc_wavlm_anonymous()
      • EnsembleConfig.mmused_acc_anonymous()
      • EnsembleConfig.mmused_acc_hubert_anonymous()
      • EnsembleConfig.mmused_acc_wavlm_anonymous()
      • EnsembleConfig.mmused_asd_anonymous()
      • EnsembleConfig.mmused_asd_hubert_anonymous()
      • EnsembleConfig.mmused_asd_wavlm_anonymous()
      • EnsembleConfig.mmused_fallacy_afc_anonymous()
      • EnsembleConfig.mmused_fallacy_afc_hubert_anonymous()
      • EnsembleConfig.mmused_fallacy_afc_wavlm_anonymous()
      • EnsembleConfig.ukdebates_asd_anonymous()
      • EnsembleConfig.ukdebates_asd_hubert_anonymous()
      • EnsembleConfig.ukdebates_asd_wavlm_anonymous()
    • MMTransformerConfig
      • MMTransformerConfig.configs
      • MMTransformerConfig.marg_arc_bert_hubert_anonymous()
      • MMTransformerConfig.marg_arc_bert_wav2vec_anonymous()
      • MMTransformerConfig.marg_arc_bert_wavlm_anonymous()
      • MMTransformerConfig.marg_arc_roberta_hubert_anonymous()
      • MMTransformerConfig.marg_arc_roberta_wav2vec_anonymous()
      • MMTransformerConfig.marg_arc_roberta_wavlm_anonymous()
      • MMTransformerConfig.mmused_acc_bert_hubert_anonymous()
      • MMTransformerConfig.mmused_acc_bert_wav2vec_anonymous()
      • MMTransformerConfig.mmused_acc_bert_wavlm_anonymous()
      • MMTransformerConfig.mmused_acc_roberta_hubert_anonymous()
      • MMTransformerConfig.mmused_acc_roberta_wav2vec_anonymous()
      • MMTransformerConfig.mmused_acc_roberta_wavlm_anonymous()
      • MMTransformerConfig.mmused_asd_bert_hubert_anonymous()
      • MMTransformerConfig.mmused_asd_bert_wav2vec_anonymous()
      • MMTransformerConfig.mmused_asd_bert_wavlm_anonymous()
      • MMTransformerConfig.mmused_asd_roberta_hubert_anonymous()
      • MMTransformerConfig.mmused_asd_roberta_wav2vec_anonymous()
      • MMTransformerConfig.mmused_asd_roberta_wavlm_anonymous()
      • MMTransformerConfig.mmused_fallacy_afc_bert_hubert_anonymous()
      • MMTransformerConfig.mmused_fallacy_afc_bert_wav2vec_anonymous()
      • MMTransformerConfig.mmused_fallacy_afc_bert_wavlm_anonymous()
      • MMTransformerConfig.mmused_fallacy_afc_roberta_hubert_anonymous()
      • MMTransformerConfig.mmused_fallacy_afc_roberta_wav2vec_anonymous()
      • MMTransformerConfig.mmused_fallacy_afc_roberta_wavlm_anonymous()
      • MMTransformerConfig.ukdebates_asd_bert_hubert_anonymous()
      • MMTransformerConfig.ukdebates_asd_bert_wav2vec_anonymous()
      • MMTransformerConfig.ukdebates_asd_bert_wavlm_anonymous()
      • MMTransformerConfig.ukdebates_asd_roberta_hubert_anonymous()
      • MMTransformerConfig.ukdebates_asd_roberta_wav2vec_anonymous()
      • MMTransformerConfig.ukdebates_asd_roberta_wavlm_anonymous()
    • MulTAConfig
      • MulTAConfig.configs
      • MulTAConfig.marg_arc_anonymous()
      • MulTAConfig.marg_arc_hubert_anonymous()
      • MulTAConfig.marg_arc_wavlm_anonymous()
      • MulTAConfig.mmused_acc_anonymous()
      • MulTAConfig.mmused_acc_hubert_anonymous()
      • MulTAConfig.mmused_acc_wavlm_anonymous()
      • MulTAConfig.mmused_asd_anonymous()
      • MulTAConfig.mmused_asd_hubert_anonymous()
      • MulTAConfig.mmused_asd_wavlm_anonymous()
      • MulTAConfig.mmused_fallacy_afc_anonymous()
      • MulTAConfig.mmused_fallacy_afc_hubert_anonymous()
      • MulTAConfig.mmused_fallacy_afc_wavlm_anonymous()
      • MulTAConfig.ukdebates_asd_anonymous()
      • MulTAConfig.ukdebates_asd_hubert_anonymous()
      • MulTAConfig.ukdebates_asd_wavlm_anonymous()
  • Module contents
• mamkit.data package
  • Submodules
  • mamkit.data.collators module
    • AudioCollator
    • AudioTransformerCollator
    • MultimodalCollator
    • PairAudioCollator
    • PairMultimodalCollator
    • PairTextCollator
    • PairTextTransformerCollator
    • PairTextTransformerOutputCollator
    • PairUnimodalCollator
    • TextCollator
    • TextTransformerCollator
    • TextTransformerOutputCollator
    • UnimodalCollator
  • mamkit.data.datasets module
    • InputMode
      • InputMode.AUDIO_ONLY
      • InputMode.TEXT_AUDIO
      • InputMode.TEXT_ONLY
    • Loader
      • Loader.add_splits()
      • Loader.build_info_from_splits()
      • Loader.data
      • Loader.get_default_splits()
      • Loader.get_splits()
    • MArg
      • MArg.build()
      • MArg.build_chunks()
      • MArg.data
      • MArg.get_default_splits()
      • MArg.get_mancini_2022_splits()
    • MMUSED
      • MMUSED.build_audio()
      • MMUSED.build_from_scratch()
      • MMUSED.copy_final_csv()
      • MMUSED.copy_transcripts()
      • MMUSED.create_plain_text()
      • MMUSED.data
      • MMUSED.generate_chunks()
      • MMUSED.generate_clips()
      • MMUSED.generate_dataset()
      • MMUSED.generate_empty_transcript_files()
      • MMUSED.get_default_splits()
      • MMUSED.load()
      • MMUSED.remove_duplicates()
      • MMUSED.remove_not_found()
      • MMUSED.run_aeneas()
      • MMUSED.trim_audio()
      • MMUSED.unify_datasets_debates()
    • MMUSEDFallacy
      • MMUSEDFallacy.build_clips()
      • MMUSEDFallacy.data
      • MMUSEDFallacy.generate_clips()
      • MMUSEDFallacy.get_default_splits()
      • MMUSEDFallacy.get_mancini_2024_splits()
      • MMUSEDFallacy.load()
    • MultimodalDataset
    • PairMultimodalDataset
    • PairUnimodalDataset
    • SplitInfo
      • SplitInfo.test
      • SplitInfo.train
      • SplitInfo.val
    • UKDebates
      • UKDebates.data
      • UKDebates.get_default_splits()
      • UKDebates.get_mancini_2022_splits()
      • UKDebates.load()
      • UKDebates.parse_all_annotations()
      • UKDebates.parse_speaker_annotations()
    • UnimodalDataset
      • UnimodalDataset.__getitem__()
  • mamkit.data.processing module
    • AudioTransformer
      • AudioTransformer.clear()
    • AudioTransformerExtractor
      • AudioTransformerExtractor.clear()
    • MFCCExtractor
      • MFCCExtractor.parse_audio()
    • MultimodalProcessor
      • MultimodalProcessor.clear()
      • MultimodalProcessor.fit()
    • PairAudioTransformer
      • PairAudioTransformer.clear()
    • PairAudioTransformerExtractor
      • PairAudioTransformerExtractor.clear()
    • PairMFCCExtractor
      • PairMFCCExtractor.parse_audio()
    • PairMultimodalProcessor
      • PairMultimodalProcessor.clear()
      • PairMultimodalProcessor.fit()
    • PairTextTransformer
      • PairTextTransformer.clear()
    • PairUnimodalProcessor
      • PairUnimodalProcessor.clear()
      • PairUnimodalProcessor.fit()
    • PairVocabBuilder
      • PairVocabBuilder.clear()
      • PairVocabBuilder.fit()
      • PairVocabBuilder.reset()
    • Processor
      • Processor.clear()
      • Processor.fit()
      • Processor.reset()
    • ProcessorComponent
      • ProcessorComponent.clear()
      • ProcessorComponent.fit()
      • ProcessorComponent.reset()
    • TextTransformer
      • TextTransformer.clear()
    • UnimodalProcessor
      • UnimodalProcessor.clear()
      • UnimodalProcessor.fit()
    • VocabBuilder
      • VocabBuilder.clear()
      • VocabBuilder.fit()
      • VocabBuilder.reset()
  • Module contents
• mamkit.models package
  • Submodules
  • mamkit.models.audio module
    • AudioOnlyModel
      • AudioOnlyModel.forward()
      • AudioOnlyModel.training
    • BiLSTM
      • BiLSTM.forward()
      • BiLSTM.training
    • PairBiLSTM
      • PairBiLSTM.encode_audio()
      • PairBiLSTM.forward()
      • PairBiLSTM.training
    • PairTransformerEncoder
      • PairTransformerEncoder.encode_audio()
      • PairTransformerEncoder.forward()
      • PairTransformerEncoder.training
    • TransformerEncoder
      • TransformerEncoder.forward()
      • TransformerEncoder.training
  • mamkit.models.text module
    • BiLSTM
      • BiLSTM.forward()
      • BiLSTM.training
    • PairBiLSTM
      • PairBiLSTM.forward()
      • PairBiLSTM.training
    • PairTransformer
      • PairTransformer.encode_text()
      • PairTransformer.forward()
      • PairTransformer.training
    • TextOnlyModel
      • TextOnlyModel.forward()
      • TextOnlyModel.training
    • Transformer
      • Transformer.forward()
      • Transformer.training
  • mamkit.models.text_audio module
    • BiLSTM
      • BiLSTM.forward()
      • BiLSTM.training
    • CSA
      • CSA.forward()
      • CSA.training
    • Ensemble
      • Ensemble.forward()
      • Ensemble.training
    • MMTransformer
      • MMTransformer.forward()
      • MMTransformer.training
    • MulTA
      • MulTA.forward()
      • MulTA.training
    • PairBiLSTM
      • PairBiLSTM.encode_input()
      • PairBiLSTM.forward()
      • PairBiLSTM.training
    • PairCSA
      • PairCSA.encode_inputs()
      • PairCSA.forward()
      • PairCSA.training
    • PairEnsemble
      • PairEnsemble.encode_audio()
      • PairEnsemble.encode_text()
      • PairEnsemble.forward()
      • PairEnsemble.training
    • PairMMTransformer
      • PairMMTransformer.encode_inputs()
      • PairMMTransformer.forward()
      • PairMMTransformer.training
    • PairMulTA
      • PairMulTA.encode_inputs()
      • PairMulTA.forward()
      • PairMulTA.training
    • TextAudioModel
      • TextAudioModel.forward()
      • TextAudioModel.training
  • Module contents
• mamkit.modules package
  • Submodules
  • mamkit.modules.rnn module
    • LSTMStack
      • LSTMStack.forward()
      • LSTMStack.training
  • mamkit.modules.transformer module
    • CustomEncoder
      • CustomEncoder.forward()
      • CustomEncoder.training
    • CustomEncoderLayer
      • CustomEncoderLayer.forward()
      • CustomEncoderLayer.training
    • CustomMultiHeadAttention
      • CustomMultiHeadAttention.concat()
      • CustomMultiHeadAttention.forward()
      • CustomMultiHeadAttention.split()
      • CustomMultiHeadAttention.training
    • CustomScaleDotProductAttention
      • CustomScaleDotProductAttention.forward()
      • CustomScaleDotProductAttention.training
    • LayerNorm
      • LayerNorm.forward()
      • LayerNorm.training
    • MulTA_CrossAttentionBlock
      • MulTA_CrossAttentionBlock.forward()
      • MulTA_CrossAttentionBlock.training
    • PositionalEncoding
      • PositionalEncoding.forward()
      • PositionalEncoding.training
    • PositionwiseFeedForward
      • PositionwiseFeedForward.forward()
      • PositionwiseFeedForward.training
  • Module contents
• mamkit.utility package
  • Submodules
  • mamkit.utility.callbacks module
    • PycharmProgressBar
      • PycharmProgressBar.init_predict_tqdm()
      • PycharmProgressBar.init_test_tqdm()
      • PycharmProgressBar.init_validation_tqdm()
  • mamkit.utility.config module
    • extract_from_class()
    • extract_from_method()
  • mamkit.utility.data module
    • download()
    • youtube_download()
  • mamkit.utility.metrics module
    • ClassSubsetMulticlassF1Score
      • ClassSubsetMulticlassF1Score.compute()
  • mamkit.utility.model module
    • MAMKitLightingModel
      • MAMKitLightingModel.configure_optimizers()
      • MAMKitLightingModel.forward()
      • MAMKitLightingModel.test_step()
      • MAMKitLightingModel.training_step()
      • MAMKitLightingModel.validation_step()
    • to_lighting_model()
  • Module contents

Submodules

mamkit.version module

mamkit.version.parse_version_info(version_str)

Parse a version string into a tuple.

Parameters:

version_str (str) – The version string.

Returns:

The version info,

Return type:

tuple[int | str]

Module contents

mamkit.digit_version(version_str, length=4)

Convert a version string into a tuple of integers.

This method is usually used for comparing two versions. For pre-release versions: alpha < beta < rc.

Parameters:

• version_str (str) – The version string.

• length (int) – The maximum number of version levels. Default: 4.

Returns:

The version info in digits (integers).

Return type:

tuple[int]