├── .config ├── flake ├── pylintrc └── yapf.style ├── .dockerignore ├── .github └── workflows │ ├── doc-build.yml │ ├── general.yml │ └── publish.yml ├── .gitignore ├── CHANGELOG.md ├── CONTRIBUTING.md ├── Dockerfile ├── LICENSE ├── Makefile ├── README.md ├── cog.yaml ├── colab.ipynb ├── docs ├── Makefile ├── make.bat └── source │ ├── _static │ ├── css │ │ ├── custom.css │ │ └── waveform-list.css │ ├── demo-collage.html │ ├── demo-cosmo.html │ ├── demo-dreamshade.html │ ├── demo-stardust.html │ ├── demo-surrealist.html │ └── js │ │ ├── emitter.js │ │ ├── stem-tracks.js │ │ ├── waveform-playlist.var.js │ │ └── waveform-playlist.var.js.map │ ├── add-new-modules.rst │ ├── base.rst │ ├── beat │ ├── api.rst │ └── cli.rst │ ├── chord │ ├── api.rst │ └── cli.rst │ ├── conf.py │ ├── constants.rst │ ├── demo.rst │ ├── drum │ ├── api.rst │ └── cli.rst │ ├── feature.rst │ ├── index.rst │ ├── models.rst │ ├── music │ ├── api.rst │ └── cli.rst │ ├── patch-cnn │ ├── api.rst │ └── cli.rst │ ├── quick-start.rst │ ├── refs.bib │ ├── training.rst │ ├── tutorial.rst │ ├── utils.rst │ ├── vocal-contour │ ├── api.rst │ └── cli.rst │ └── vocal │ ├── api.rst │ └── cli.rst ├── environment.yml ├── figures ├── features.png └── features2.png ├── omnizart ├── __init__.py ├── base.py ├── beat │ ├── __init__.py │ ├── app.py │ ├── features.py │ ├── inference.py │ └── prediction.py ├── callbacks.py ├── checkpoints │ ├── beat │ │ └── beat_blstm │ │ │ ├── configurations.yaml │ │ │ ├── saved_model.pb │ │ │ └── variables │ │ │ └── variables.index │ ├── chord │ │ └── chord_v1 │ │ │ ├── configurations.yaml │ │ │ ├── saved_model.pb │ │ │ └── variables │ │ │ └── variables.index │ ├── drum │ │ └── drum_keras │ │ │ ├── configurations.yaml │ │ │ ├── saved_model.pb │ │ │ └── variables │ │ │ └── variables.index │ ├── music │ │ ├── music_note_stream │ │ │ ├── configurations.yaml │ │ │ ├── saved_model.pb │ │ │ └── variables │ │ │ │ └── variables.index │ │ ├── music_piano-v2 │ │ │ ├── configurations.yaml │ │ │ ├── saved_model.pb │ │ │ └── variables │ │ │ │ └── variables.index │ │ ├── music_piano │ │ │ ├── configurations.yaml │ │ │ ├── saved_model.pb │ │ │ └── variables │ │ │ │ └── variables.index │ │ └── music_pop │ │ │ ├── configurations.yaml │ │ │ ├── saved_model.pb │ │ │ └── variables │ │ │ └── variables.index │ ├── patch_cnn │ │ └── patch_cnn_melody │ │ │ ├── configurations.yaml │ │ │ ├── saved_model.pb │ │ │ └── variables │ │ │ └── variables.index │ └── vocal │ │ ├── vocal_contour │ │ ├── configurations.yaml │ │ ├── saved_model.pb │ │ └── variables │ │ │ └── variables.index │ │ └── vocal_semi │ │ ├── configurations.yaml │ │ ├── saved_model.pb │ │ └── variables │ │ └── variables.index ├── chord │ ├── __init__.py │ ├── app.py │ ├── features.py │ └── inference.py ├── cli │ ├── __init__.py │ ├── beat │ │ ├── __init__.py │ │ ├── generate_feature.py │ │ ├── train_model.py │ │ └── transcribe.py │ ├── chord │ │ ├── __init__.py │ │ ├── generate_feature.py │ │ ├── train_model.py │ │ └── transcribe.py │ ├── cli.py │ ├── common_options.py │ ├── drum │ │ ├── __init__.py │ │ ├── generate_feature.py │ │ ├── train_model.py │ │ └── transcribe.py │ ├── music │ │ ├── __init__.py │ │ ├── generate_feature.py │ │ ├── train_model.py │ │ └── transcribe.py │ ├── patch_cnn │ │ ├── __init__.py │ │ ├── generate_feature.py │ │ ├── train_model.py │ │ └── transcribe.py │ ├── transcribe.py │ ├── vocal │ │ ├── __init__.py │ │ ├── generate_feature.py │ │ ├── train_model.py │ │ └── transcribe.py │ └── vocal_contour │ │ ├── __init__.py │ │ ├── generate_feature.py │ │ ├── train_model.py │ │ └── transcribe.py ├── constants │ ├── __init__.py │ ├── datasets.py │ ├── feature.py │ ├── midi.py │ └── schema │ │ ├── __init__.py │ │ └── music_settings.py ├── defaults │ ├── beat.yaml │ ├── chord.yaml │ ├── drum.yaml │ ├── music.yaml │ ├── patch_cnn.yaml │ ├── vocal.yaml │ └── vocal_contour.yaml ├── drum │ ├── __init__.py │ ├── app.py │ ├── inference.py │ ├── labels.py │ └── prediction.py ├── feature │ ├── __init__.py │ ├── beat_for_drum.py │ ├── cfp.py │ ├── chroma.py │ ├── cqt.py │ ├── hcfp.py │ └── wrapper_func.py ├── io.py ├── models │ ├── __init__.py │ ├── chord_model.py │ ├── patch_cnn.py │ ├── pyramid_net.py │ ├── rnn.py │ ├── spectral_norm_net.py │ ├── t2t.py │ ├── u_net.py │ └── utils.py ├── music │ ├── __init__.py │ ├── app.py │ ├── inference.py │ ├── labels.py │ ├── losses.py │ └── prediction.py ├── patch_cnn │ ├── __init__.py │ ├── app.py │ └── inference.py ├── remote.py ├── resource │ └── vamp │ │ ├── README.md │ │ ├── nnls-chroma.cat │ │ ├── nnls-chroma.dll │ │ ├── nnls-chroma.dylib │ │ ├── nnls-chroma.n3 │ │ └── nnls-chroma.so ├── setting_loaders.py ├── train.py ├── transcribe_all.py ├── utils.py ├── vocal │ ├── __init__.py │ ├── app.py │ ├── inference.py │ ├── labels.py │ └── prediction.py └── vocal_contour │ ├── __init__.py │ ├── app.py │ ├── inference.py │ └── labels.py ├── paper.bib ├── paper.md ├── poetry.lock ├── pyproject.toml ├── requirements.txt ├── scripts ├── create_setup.sh ├── download_dev_resource.sh ├── gdrive.sh ├── install.sh ├── predict.py └── train_music.sh ├── setup.py └── tests ├── __init__.py ├── beat └── test_app.py ├── chord ├── __init__.py └── test_app.py ├── drum ├── __init__.py ├── test_app.py ├── test_labels.py └── test_prediction.py ├── feature ├── __init__.py └── test_wrapper_func.py ├── music ├── __init__.py ├── test_app.py ├── test_inference.py ├── test_labels.py └── test_prediction.py ├── patch_cnn ├── __init__.py └── test_app.py ├── resource ├── drum_test_data.mid ├── drum_test_data.pickle ├── gt_files │ ├── cmedia_gt_file.csv │ ├── maestro_gt_file.mid │ ├── maps_gt_file.txt │ ├── medleydb_gt_file.csv │ ├── mir1k_gt_file.pv │ ├── musicnet_gt_file.csv │ └── tonas_gt_file.notes.Corrected └── sample.wav ├── test_load_label.py ├── test_utils.py ├── vocal ├── __init__.py └── test_app.py └── vocal_contour ├── __init__.py └── test_app.py /.config/flake: 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