├── .git-blame-ignore-revs ├── .github ├── codecov.yml └── workflows │ ├── black.yml │ ├── flake8.yml │ ├── isort.yml │ └── unit_tests.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── NOTICE ├── README.md ├── VERSION ├── docs ├── Makefile ├── api.rst ├── cli.rst ├── conf.py ├── corpus.rst ├── cuts.rst ├── datasets.rst ├── features.rst ├── getting-started.rst ├── index.rst ├── kaldi.rst ├── lhotse-concept-graph.png ├── lhotse-cut-illustration.png ├── logo.png ├── make.bat ├── parallelism.rst ├── requirements.txt └── vad_sample.png ├── examples ├── 00-basic-workflow.ipynb ├── 01-cut-python-api.ipynb ├── 02-webdataset-integration.ipynb ├── 03-combining-datasets.ipynb ├── 04-lhotse-shar.ipynb ├── 05-image-and-video-loading.ipynb └── 06-train-ais-batch.ipynb ├── lhotse ├── __init__.py ├── ais │ ├── __init__.py │ └── batch_loader.py ├── array.py ├── audio │ ├── __init__.py │ ├── backend.py │ ├── mixer.py │ ├── recording.py │ ├── recording_set.py │ ├── resampling_backend.py │ ├── source.py │ └── utils.py ├── augmentation │ ├── __init__.py │ ├── clipping.py │ ├── common.py │ ├── compress.py │ ├── loudness.py │ ├── resample.py │ ├── rir.py │ ├── torchaudio.py │ ├── transform.py │ ├── utils.py │ └── wpe.py ├── bin │ ├── __init__.py │ ├── lhotse.py │ └── modes │ │ ├── __init__.py │ │ ├── cli_base.py │ │ ├── cut.py │ │ ├── features.py │ │ ├── install_tools.py │ │ ├── kaldi.py │ │ ├── manipulation.py │ │ ├── recipes │ │ ├── __init__.py │ │ ├── adept.py │ │ ├── aidatatang_200zh.py │ │ ├── aishell.py │ │ ├── aishell2.py │ │ ├── aishell3.py │ │ ├── aishell4.py │ │ ├── ali_meeting.py │ │ ├── ami.py │ │ ├── aspire.py │ │ ├── atcosim.py │ │ ├── audio_mnist.py │ │ ├── babel.py │ │ ├── baker_zh.py │ │ ├── bengaliai_speech.py │ │ ├── broadcast_news.py │ │ ├── but_reverb_db.py │ │ ├── bvcc.py │ │ ├── callhome_egyptian.py │ │ ├── callhome_english.py │ │ ├── cdsd.py │ │ ├── chime6.py │ │ ├── cmu_arctic.py │ │ ├── cmu_indic.py │ │ ├── cmu_kids.py │ │ ├── commonvoice.py │ │ ├── csj.py │ │ ├── cslu_kids.py │ │ ├── daily_talk.py │ │ ├── dihard3.py │ │ ├── dipco.py │ │ ├── earnings21.py │ │ ├── earnings22.py │ │ ├── ears.py │ │ ├── edacc.py │ │ ├── emilia.py │ │ ├── eval2000.py │ │ ├── fisher_english.py │ │ ├── fisher_spanish.py │ │ ├── fleurs.py │ │ ├── gale_arabic.py │ │ ├── gale_mandarin.py │ │ ├── gigaspeech.py │ │ ├── gigaspeech2.py │ │ ├── gigast.py │ │ ├── grid.py │ │ ├── heroico.py │ │ ├── hifitts.py │ │ ├── himia.py │ │ ├── icmcasr.py │ │ ├── icsi.py │ │ ├── iwslt22_ta.py │ │ ├── kespeech.py │ │ ├── ksponspeech.py │ │ ├── l2_arctic.py │ │ ├── libricss.py │ │ ├── librilight.py │ │ ├── librimix.py │ │ ├── librimix_mini.py │ │ ├── librispeech.py │ │ ├── librispeechmix.py │ │ ├── libritts.py │ │ ├── ljspeech.py │ │ ├── magicdata.py │ │ ├── mdcc.py │ │ ├── medical.py │ │ ├── mgb2.py │ │ ├── mls.py │ │ ├── mtedx.py │ │ ├── musan.py │ │ ├── must_c.py │ │ ├── notsofar1.py │ │ ├── nsc.py │ │ ├── peoples_speech.py │ │ ├── primewords.py │ │ ├── radio.py │ │ ├── reazonspeech.py │ │ ├── rir_noise.py │ │ ├── sbcsae.py │ │ ├── slu.py │ │ ├── spatial_librispeech.py │ │ ├── speechcommands.py │ │ ├── speechio.py │ │ ├── spgispeech.py │ │ ├── stcmds.py │ │ ├── switchboard.py │ │ ├── tal_asr.py │ │ ├── tal_csasr.py │ │ ├── tedlium.py │ │ ├── tedlium2.py │ │ ├── thchs_30.py │ │ ├── this_american_life.py │ │ ├── timit.py │ │ ├── uwb_atcc.py │ │ ├── vctk.py │ │ ├── voxceleb.py │ │ ├── voxconverse.py │ │ ├── voxpopuli.py │ │ ├── wenet_speech.py │ │ ├── wenetspeech4tts.py │ │ ├── wham.py │ │ ├── xbmu_amdo31.py │ │ └── yesno.py │ │ ├── shar.py │ │ ├── supervision.py │ │ ├── utils.py │ │ ├── validate.py │ │ └── workflows.py ├── caching.py ├── custom.py ├── cut │ ├── __init__.py │ ├── base.py │ ├── data.py │ ├── describe.py │ ├── mixed.py │ ├── mono.py │ ├── multi.py │ ├── padding.py │ ├── set.py │ └── text.py ├── dataset │ ├── __init__.py │ ├── audio_tagging.py │ ├── collation.py │ ├── cut_transforms │ │ ├── __init__.py │ │ ├── clipping.py │ │ ├── compress.py │ │ ├── concatenate.py │ │ ├── extra_padding.py │ │ ├── lowpass.py │ │ ├── mix.py │ │ ├── perturb_speed.py │ │ ├── perturb_tempo.py │ │ ├── perturb_volume.py │ │ └── reverberate.py │ ├── dataloading.py │ ├── diarization.py │ ├── input_strategies.py │ ├── iterable_dataset.py │ ├── sampling │ │ ├── __init__.py │ │ ├── base.py │ │ ├── bucketing.py │ │ ├── cut_pairs.py │ │ ├── data_source.py │ │ ├── dynamic.py │ │ ├── dynamic_bucketing.py │ │ ├── round_robin.py │ │ ├── simple.py │ │ ├── stateless.py │ │ ├── utils.py │ │ ├── weighted_simple.py │ │ └── zip.py │ ├── signal_transforms.py │ ├── source_separation.py │ ├── speech_recognition.py │ ├── speech_synthesis.py │ ├── speech_translation.py │ ├── surt.py │ ├── unsupervised.py │ ├── vad.py │ ├── video.py │ ├── vis.py │ └── webdataset.py ├── features │ ├── __init__.py │ ├── base.py │ ├── compression.py │ ├── fbank.py │ ├── io.py │ ├── kaldi │ │ ├── __init__.py │ │ ├── extractors.py │ │ └── layers.py │ ├── kaldifeat.py │ ├── librosa_fbank.py │ ├── mfcc.py │ ├── mixer.py │ ├── opensmile.py │ ├── spectrogram.py │ ├── ssl.py │ └── whisper_fbank.py ├── hf.py ├── image │ ├── __init__.py │ ├── image.py │ └── io.py ├── kaldi.py ├── lazy.py ├── manipulation.py ├── parallel.py ├── qa.py ├── recipes │ ├── __init__.py │ ├── adept.py │ ├── aidatatang_200zh.py │ ├── aishell.py │ ├── aishell2.py │ ├── aishell3.py │ ├── aishell4.py │ ├── ali_meeting.py │ ├── ami.py │ ├── aspire.py │ ├── atcosim.py │ ├── audio_mnist.py │ ├── babel.py │ ├── baker_zh.py │ ├── bengaliai_speech.py │ ├── broadcast_news.py │ ├── but_reverb_db.py │ ├── bvcc.py │ ├── callhome_egyptian.py │ ├── callhome_english.py │ ├── cdsd.py │ ├── chime6.py │ ├── cmu_arctic.py │ ├── cmu_indic.py │ ├── cmu_kids.py │ ├── commonvoice.py │ ├── csj.py │ ├── cslu_kids.py │ ├── daily_talk.py │ ├── dihard3.py │ ├── dipco.py │ ├── earnings21.py │ ├── earnings22.py │ ├── ears.py │ ├── edacc.py │ ├── emilia.py │ ├── eval2000.py │ ├── fisher_english.py │ ├── fisher_spanish.py │ ├── fleurs.py │ ├── gale_arabic.py │ ├── gale_mandarin.py │ ├── gigaspeech.py │ ├── gigaspeech2.py │ ├── gigast.py │ ├── grid.py │ ├── heroico.py │ ├── hifitts.py │ ├── himia.py │ ├── icmcasr.py │ ├── icsi.py │ ├── iwslt22_ta.py │ ├── kespeech.py │ ├── ksponspeech.py │ ├── l2_arctic.py │ ├── libricss.py │ ├── librilight.py │ ├── librimix.py │ ├── librimix_mini.py │ ├── librispeech.py │ ├── librispeechmix.py │ ├── libritts.py │ ├── ljspeech.py │ ├── magicdata.py │ ├── mdcc.py │ ├── medical.py │ ├── mgb2.py │ ├── mls.py │ ├── mobvoihotwords.py │ ├── mtedx.py │ ├── musan.py │ ├── must_c.py │ ├── notsofar1.py │ ├── nsc.py │ ├── peoples_speech.py │ ├── primewords.py │ ├── radio.py │ ├── reazonspeech.py │ ├── rir_noise.py │ ├── sbcsae.py │ ├── slu.py │ ├── spatial_librispeech.py │ ├── speechcommands.py │ ├── speechio.py │ ├── spgispeech.py │ ├── stcmds.py │ ├── switchboard.py │ ├── tal_asr.py │ ├── tal_csasr.py │ ├── tedlium.py │ ├── tedlium2.py │ ├── thchs_30.py │ ├── this_american_life.py │ ├── timit.py │ ├── utils.py │ ├── uwb_atcc.py │ ├── vctk.py │ ├── voxceleb.py │ ├── voxconverse.py │ ├── voxpopuli.py │ ├── wenet_speech.py │ ├── wenetspeech4tts.py │ ├── wham.py │ ├── xbmu_amdo31.py │ └── yesno.py ├── serialization.py ├── shar │ ├── __init__.py │ ├── readers │ │ ├── __init__.py │ │ ├── lazy.py │ │ ├── tar.py │ │ └── utils.py │ ├── utils.py │ └── writers │ │ ├── __init__.py │ │ ├── array.py │ │ ├── audio.py │ │ ├── cut.py │ │ ├── shar.py │ │ └── tar.py ├── supervision.py ├── testing │ ├── __init__.py │ ├── dummies.py │ ├── fixtures.py │ └── random.py ├── tools │ ├── __init__.py │ ├── env.py │ ├── libsox.py │ └── sph2pipe.py ├── utils.py ├── workarounds.py └── workflows │ ├── __init__.py │ ├── activity_detection │ ├── README.md │ ├── __init__.py │ ├── base.py │ └── silero_vad.py │ ├── dnsmos.py │ ├── forced_alignment │ ├── __init__.py │ ├── asr_aligner.py │ ├── base.py │ ├── mms_aligner.py │ └── workflow.py │ ├── meeting_simulation │ ├── __init__.py │ ├── base.py │ ├── conversational.py │ └── speaker_independent.py │ └── whisper.py ├── pyproject.toml ├── setup.py ├── test ├── __init__.py ├── audio │ ├── __init__.py │ ├── test_audio_backend.py │ ├── test_audio_reads.py │ ├── test_recording_set.py │ ├── test_resample_randomized.py │ └── test_resampling_backend.py ├── augmentation │ ├── __init__.py │ ├── test_clipping.py │ ├── test_compress.py │ └── test_torchaudio.py ├── cut │ ├── __init__.py │ ├── conftest.py │ ├── test_ais_batch_loader.py │ ├── test_copy_data.py │ ├── test_custom_attrs.py │ ├── test_custom_attrs_randomized.py │ ├── test_cut.py │ ├── test_cut_augmentation.py │ ├── test_cut_drop_attributes.py │ ├── test_cut_extend_by.py │ ├── test_cut_fill_supervision.py │ ├── test_cut_merge_supervisions.py │ ├── test_cut_mixing.py │ ├── test_cut_ops_preserve_id.py │ ├── test_cut_set.py │ ├── test_cut_set_mix.py │ ├── test_cut_trim_to_supervisions.py │ ├── test_cut_truncate.py │ ├── test_cut_with_in_memory_data.py │ ├── test_feature_extraction.py │ ├── test_invariants_randomized.py │ ├── test_masks.py │ ├── test_multi_cut_augmentation.py │ └── test_padding_cut.py ├── dataset │ ├── __init__.py │ ├── sampling │ │ ├── __init__.py │ │ ├── test_dynamic_bucketing.py │ │ ├── test_sampler_pickling.py │ │ ├── test_sampler_restoring.py │ │ ├── test_sampling.py │ │ ├── test_stateless_sampler.py │ │ └── test_text_sampling.py │ ├── test_audio_chunk_dataset.py │ ├── test_audio_tagging.py │ ├── test_batch_io.py │ ├── test_collation.py │ ├── test_controllable_weights.py │ ├── test_cut_transforms.py │ ├── test_diarization.py │ ├── test_iterable_dataset.py │ ├── test_signal_transforms.py │ ├── test_speech_recognition_dataset.py │ ├── test_speech_recognition_dataset_randomized.py │ ├── test_speech_synthesis_dataset.py │ ├── test_surt_dataset.py │ ├── test_unsupervised_dataset.py │ ├── test_vad_dataset.py │ ├── test_webdataset.py │ └── test_webdataset_ddp.py ├── features │ ├── __init__.py │ ├── test_array.py │ ├── test_chunky_writer.py │ ├── test_copy_feats.py │ ├── test_feature_writer.py │ ├── test_kaldi_features.py │ ├── test_kaldi_layers.py │ ├── test_kaldifeat_features.py │ ├── test_librosa_fbank.py │ ├── test_opensmile.py │ ├── test_s3prl.py │ ├── test_temporal_array.py │ ├── test_torchaudio_features.py │ ├── test_whisper_fbank.py │ └── test_writer_append.py ├── fixtures │ ├── ami │ │ ├── 350b3ee0-a6fd-47ab-b921-fd298b1d53c0.llc │ │ ├── ES2011a.Headset-0-40s-46s.wav │ │ ├── ES2011a_sups.jsonl.gz │ │ └── cuts.json │ ├── audio.json │ ├── big_buck_bunny_small.mp4 │ ├── common_voice_en_651325.mp3 │ ├── dummy_feats │ │ ├── feature_manifest.json │ │ └── storage │ │ │ ├── 25959652-8816-4810-a88a-0b022d6b9b6d.llc │ │ │ ├── 89739de9-308c-4487-9fa5-1c690d44e718.llc │ │ │ ├── d3466ce9-d604-48c3-8c1f-26480aaf07d1.llc │ │ │ └── dbf9a0ec-f79d-4eb8-ae83-143a6d5de64d.llc │ ├── feature_config.yml │ ├── libri │ │ ├── audio.json │ │ ├── cuts.json │ │ ├── cuts_multi.json │ │ ├── cuts_no_feats.json │ │ ├── cuts_no_recording.json │ │ ├── feature_manifest.json.gz │ │ ├── libri-1088-134315-0000.wav │ │ ├── libri-1088-134315-0000_8ch.wav │ │ ├── libri-1088-134315-0000_rvb.wav │ │ ├── recreate.sh │ │ └── storage │ │ │ └── 30c2440c-93cb-4e83-b382-f2a59b3859b4.llc │ ├── ljspeech │ │ ├── cuts.json │ │ ├── feats │ │ │ ├── 5bb │ │ │ │ └── 5bb52a3d-aaf6-42ff-8891-2be7852a4858.llc │ │ │ └── d39 │ │ │ │ └── d39cf273-a42d-433a-a63c-ba6357f1669e.llc │ │ └── storage │ │ │ ├── LJ002-0020.wav │ │ │ └── LJ002-0035.wav │ ├── lsmix │ │ ├── cuts.000000.jsonl.gz │ │ ├── features.000000.tar │ │ ├── recording.000000.tar │ │ └── source_feats.000000.tar │ ├── mini_librispeech │ │ ├── conf │ │ │ └── mfcc.conf │ │ ├── lhotse-b │ │ │ ├── recordings.jsonl.gz │ │ │ └── supervisions.jsonl.gz │ │ ├── lhotse │ │ │ ├── recordings.jsonl.gz │ │ │ └── supervisions.jsonl.gz │ │ ├── reco2dur │ │ ├── segments │ │ ├── spk2gender │ │ ├── spk2utt │ │ ├── text │ │ ├── utt2dur │ │ ├── utt2num_frames │ │ ├── utt2spk │ │ └── wav.scp │ ├── mini_librispeech2 │ │ ├── conf │ │ │ └── mfcc.conf │ │ ├── data │ │ │ ├── raw_mfcc_mini_librispeech2.1.ark │ │ │ └── raw_mfcc_mini_librispeech2.1.scp │ │ ├── feats.scp │ │ ├── frame_shift │ │ ├── lhotse │ │ │ ├── features.jsonl.gz │ │ │ ├── recordings.jsonl.gz │ │ │ └── supervisions.jsonl.gz │ │ ├── reco2dur │ │ ├── segments │ │ ├── spk2gender │ │ ├── spk2utt │ │ ├── text │ │ ├── utt2dur │ │ ├── utt2num_frames │ │ ├── utt2spk │ │ └── wav.scp │ ├── mix_cut_test │ │ ├── audio │ │ │ └── storage │ │ │ │ ├── 2412-153948-0000.flac │ │ │ │ └── 2412-153948-0001.flac │ │ ├── feats │ │ │ └── storage │ │ │ │ ├── 5078e7eb-57a6-4000-b0f2-fa4bf9c52090.llc │ │ │ │ └── 9dc645db-cbe4-4529-85e4-b6ed4f59c340.llc │ │ ├── offseted_audio_cut_manifest.json │ │ ├── overlayed_audio_cut_manifest.json │ │ └── overlayed_cut_manifest.json │ ├── mono_c0.opus │ ├── mono_c0.wav │ ├── mono_c1.wav │ ├── rir │ │ ├── real_8ch.wav │ │ └── sim_1ch.wav │ ├── stereo.mp3 │ ├── stereo.opus │ ├── stereo.sph │ ├── stereo.wav │ ├── supervision.ctm │ ├── supervision.json │ └── supervision_with_scores.ctm ├── known_issues │ ├── __init__.py │ ├── test_augment_with_executor.py │ ├── test_cut_consistency.py │ ├── test_lazy_cuts_issues.py │ ├── test_mixed_cut_num_frames.py │ └── test_mixing_zero_energy_cuts.py ├── recipes │ ├── __init__.py │ └── test_utils.py ├── shar │ ├── __init__.py │ ├── conftest.py │ ├── test_dataloading.py │ ├── test_missing_values.py │ ├── test_read_lazy.py │ └── test_write.py ├── test_feature_set.py ├── test_image.py ├── test_kaldi_dirs.py ├── test_lazy.py ├── test_manipulation.py ├── test_missing_torchaudio.py ├── test_multiplexing_iterables.py ├── test_parallel.py ├── test_qa.py ├── test_serialization.py ├── test_supervision_set.py ├── test_utils.py ├── test_workflows.py ├── video │ ├── __init__.py │ ├── conftest.py │ ├── test_video_cut.py │ ├── test_video_dataset.py │ └── test_video_recording.py └── workflows │ └── test_activity_detection.py └── tools 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