Index

Symbols

--batch-size <batch_size> omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option --dataset-path <dataset_path> omnizart-beat-generate-feature command line option omnizart-chord-generate-feature command line option omnizart-drum-generate-feature command line option omnizart-music-generate-feature command line option omnizart-patch-cnn-generate-feature command line option omnizart-vocal-generate-feature command line option omnizart-vocal_contour-generate-feature command line option --early-stop <early_stop> omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option --epochs <epochs> omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option --feature-path <feature_path> omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option --feature-type <feature_type> omnizart-music-train-model command line option --harmonic omnizart-music-generate-feature command line option --hop-size <hop_size> omnizart-vocal_contour-generate-feature command line option --input-model <input_model> omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option --label-type <label_type> omnizart-music-train-model command line option --learning-rate-decay <learning_rate_decay> omnizart-chord-train-model command line option --loss-function <loss_function> omnizart-music-train-model command line option --model-name <model_name> omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option --model-path <model_path> omnizart-beat-transcribe command line option omnizart-chord-transcribe command line option omnizart-drum-transcribe command line option omnizart-music-transcribe command line option omnizart-patch-cnn-transcribe command line option omnizart-vocal-contour-transcribe command line option omnizart-vocal-transcribe command line option --model-type <model_type> omnizart-music-train-model command line option --num-threads <num_threads> omnizart-beat-generate-feature command line option omnizart-chord-generate-feature command line option omnizart-drum-generate-feature command line option omnizart-music-generate-feature command line option omnizart-patch-cnn-generate-feature command line option omnizart-vocal-generate-feature command line option omnizart-vocal_contour-generate-feature command line option --output <output> omnizart-beat-transcribe command line option omnizart-chord-transcribe command line option omnizart-drum-transcribe command line option omnizart-music-transcribe command line option omnizart-patch-cnn-transcribe command line option omnizart-vocal-contour-transcribe command line option omnizart-vocal-transcribe command line option --output-path <output_path> omnizart-beat-generate-feature command line option omnizart-chord-generate-feature command line option omnizart-drum-generate-feature command line option omnizart-music-generate-feature command line option omnizart-patch-cnn-generate-feature command line option omnizart-vocal-generate-feature command line option omnizart-vocal_contour-generate-feature command line option --sampling-rate <sampling_rate> omnizart-vocal_contour-generate-feature command line option --steps <steps> omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option --timesteps <timesteps> omnizart-music-train-model command line option --val-batch-size <val_batch_size> omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option

--val-steps <val_steps> omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option -b omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option -d omnizart-beat-generate-feature command line option omnizart-beat-train-model command line option omnizart-chord-generate-feature command line option omnizart-chord-train-model command line option omnizart-drum-generate-feature command line option omnizart-drum-train-model command line option omnizart-music-generate-feature command line option omnizart-music-train-model command line option omnizart-patch-cnn-generate-feature command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-generate-feature command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-generate-feature command line option omnizart-vocal_contour-train-model command line option -e omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option -f omnizart-music-train-model command line option -h omnizart-music-generate-feature command line option omnizart-vocal_contour-generate-feature command line option -i omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option -l omnizart-music-train-model command line option -m omnizart-beat-train-model command line option omnizart-beat-transcribe command line option omnizart-chord-train-model command line option omnizart-chord-transcribe command line option omnizart-drum-train-model command line option omnizart-drum-transcribe command line option omnizart-music-train-model command line option omnizart-music-transcribe command line option omnizart-patch-cnn-train-model command line option omnizart-patch-cnn-transcribe command line option omnizart-vocal-contour-transcribe command line option omnizart-vocal-train-model command line option omnizart-vocal-transcribe command line option omnizart-vocal_contour-train-model command line option -n omnizart-beat-generate-feature command line option omnizart-chord-generate-feature command line option omnizart-drum-generate-feature command line option omnizart-music-generate-feature command line option omnizart-music-train-model command line option omnizart-patch-cnn-generate-feature command line option omnizart-vocal-generate-feature command line option omnizart-vocal_contour-generate-feature command line option -o omnizart-beat-generate-feature command line option omnizart-beat-transcribe command line option omnizart-chord-generate-feature command line option omnizart-chord-transcribe command line option omnizart-drum-generate-feature command line option omnizart-drum-transcribe command line option omnizart-music-generate-feature command line option omnizart-music-transcribe command line option omnizart-patch-cnn-generate-feature command line option omnizart-patch-cnn-transcribe command line option omnizart-vocal-contour-transcribe command line option omnizart-vocal-generate-feature command line option omnizart-vocal-transcribe command line option omnizart-vocal_contour-generate-feature command line option -s omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-generate-feature command line option omnizart-vocal_contour-train-model command line option -t omnizart-music-train-model command line option -vb omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option -vs omnizart-beat-train-model command line option omnizart-chord-train-model command line option omnizart-drum-train-model command line option omnizart-music-train-model command line option omnizart-patch-cnn-train-model command line option omnizart-vocal-train-model command line option omnizart-vocal_contour-train-model command line option -y omnizart-music-train-model command line option

A

aggregate_f0_info() (in module omnizart.utils)

augment_feature() (in module omnizart.chord.features)

B

BaseDatasetLoader (class in omnizart.base) BaseLabelExtraction (class in omnizart.music.labels) (class in omnizart.vocal.labels) BaseStructure (class in omnizart.constants.datasets) BaseTranscription (class in omnizart.base)

BeatDatasetLoader (class in omnizart.beat.app) BeatTranscription (class in omnizart.beat.app) BeethovenSonatasStructure (class in omnizart.constants.datasets) binary_round() (in module omnizart.models.chord_model) build() (omnizart.models.spectral_norm_net.SpectralNormalization method)

C

call() (omnizart.models.chord_model.ChordModel method) (omnizart.models.chord_model.Decoder method) (omnizart.models.chord_model.Encoder method) (omnizart.models.chord_model.EncodeSegmentFrequency method) (omnizart.models.chord_model.EncodeSegmentTime method) (omnizart.models.chord_model.FeedForward method) (omnizart.models.pyramid_net.PyramidBlock method) (omnizart.models.pyramid_net.PyramidNet method) (omnizart.models.pyramid_net.ShakeDrop method) (omnizart.models.spectral_norm_net.ConvSN2D method) (omnizart.models.spectral_norm_net.SpectralNormalization method) (omnizart.models.t2t.MultiHeadAttention method) (omnizart.models.u_net.MultiHeadAttention method) Callback (class in omnizart.callbacks) camel_to_snake() (in module omnizart.utils) cast_like() (in module omnizart.models.t2t) cfp_filterbank() (in module omnizart.feature.cfp)

chord_block_compression() (in module omnizart.models.chord_model) chord_block_decompression() (in module omnizart.models.chord_model) CHORD_INT_MAPPING (in module omnizart.constants.feature) ChordModel (class in omnizart.models.chord_model) ChordTranscription (class in omnizart.chord.app) CMediaLabelExtraction (class in omnizart.vocal.labels) CMediaStructure (class in omnizart.constants.datasets) cnn_attention() (in module omnizart.models.spectral_norm_net) combine_heads_2d() (in module omnizart.models.t2t) combine_last_two_dimensions() (in module omnizart.models.t2t) compute_tonal_centroids() (in module omnizart.chord.features) conv_block() (in module omnizart.models.u_net) conv_sa() (in module omnizart.models.spectral_norm_net) ConvSN2D (class in omnizart.models.spectral_norm_net) create_batches() (in module omnizart.beat.prediction) (in module omnizart.drum.prediction) (in module omnizart.music.prediction) (in module omnizart.vocal.prediction)

D

Decoder (class in omnizart.models.chord_model) dot_product_attention() (in module omnizart.models.t2t) down_sample() (in module omnizart.models.spectral_norm_net) (in module omnizart.music.inference) download() (in module omnizart.remote) (omnizart.constants.datasets.BaseStructure class method)

download_large_file_from_google_drive() (in module omnizart.remote) dropout_with_broadcast_dims() (in module omnizart.models.t2t) drum_model() (in module omnizart.models.spectral_norm_net) DrumTranscription (class in omnizart.drum.app)

E

EarlyStopping (class in omnizart.callbacks) embedding_to_padding() (in module omnizart.models.t2t) Encoder (class in omnizart.models.chord_model) EncodeSegmentFrequency (class in omnizart.models.chord_model) EncodeSegmentTime (class in omnizart.models.chord_model) ENHARMONIC_TABLE (in module omnizart.constants.feature) ensure_path_exists() (in module omnizart.utils) execute_callbacks() (in module omnizart.train) extract_beat_with_madmom() (in module omnizart.feature.beat_for_drum) extract_cfp() (in module omnizart.feature.cfp) extract_cqt() (in module omnizart.feature.cqt) extract_feature() (in module omnizart.beat.features) extract_feature_from_midi() (in module omnizart.beat.features)

extract_feature_label() (in module omnizart.chord.features) extract_hcfp() (in module omnizart.feature.hcfp) extract_label() (in module omnizart.drum.labels) (in module omnizart.patch_cnn.app) (omnizart.music.labels.BaseLabelExtraction class method) (omnizart.vocal.labels.BaseLabelExtraction class method) extract_label_13_inst() (in module omnizart.drum.labels) extract_mini_beat_from_audio_path() (in module omnizart.feature.beat_for_drum) extract_mini_beat_from_beat_arr() (in module omnizart.feature.beat_for_drum) extract_musicnet_feature() (in module omnizart.beat.features) extract_musicnet_label() (in module omnizart.beat.features) extract_patch_cfp() (in module omnizart.feature.cfp) extract_vocal_cfp() (in module omnizart.feature.cfp) ExtSuStructure (class in omnizart.constants.datasets)

F

feature_file_name (omnizart.constants.datasets.McGillBillBoard attribute) feature_folder (omnizart.constants.datasets.McGillBillBoard attribute) FEATURE_NAME_TO_NUMBER (in module omnizart.constants.feature) FeedForward (class in omnizart.models.chord_model) fetch_harmonic() (in module omnizart.feature.hcfp)

find_min_max_stren() (in module omnizart.music.inference) find_occur() (in module omnizart.music.inference) focal_loss() (in module omnizart.music.losses), [1] format_byte() (in module omnizart.remote) format_num() (in module omnizart.train) freq_to_log_freq_mapping() (in module omnizart.feature.cfp)

G

gather_blocks_2d() (in module omnizart.models.t2t) gather_indices_2d() (in module omnizart.models.t2t) GDFileAccessLimited gen_bar_postfix() (in module omnizart.train) generate_feature() (omnizart.beat.app.BeatTranscription method) (omnizart.chord.app.ChordTranscription method) (omnizart.drum.app.DrumTranscription method) (omnizart.music.app.MusicTranscription method) (omnizart.patch_cnn.app.PatchCNNTranscription method) (omnizart.vocal.app.VocalTranscription method) (omnizart.vocal_contour.app.VocalContourTranscription method) get_3inst_ary() (in module omnizart.drum.inference) get_available_modes() (omnizart.music.labels.LabelType method) get_config() (omnizart.models.chord_model.ChordModel method) (omnizart.models.chord_model.Decoder method) (omnizart.models.chord_model.Encoder method) (omnizart.models.chord_model.EncodeSegmentFrequency method) (omnizart.models.chord_model.EncodeSegmentTime method) (omnizart.models.chord_model.FeedForward method) (omnizart.models.pyramid_net.PyramidBlock method) (omnizart.models.pyramid_net.PyramidNet method) (omnizart.models.pyramid_net.ShakeDrop method) (omnizart.models.spectral_norm_net.ConvSN2D method) (omnizart.models.t2t.MultiHeadAttention method) (omnizart.models.u_net.MultiHeadAttention method)

get_conversion_func() (omnizart.music.labels.LabelType method) get_filename() (in module omnizart.utils) get_frame() (omnizart.music.labels.LabelType method) get_frame_onset() (omnizart.music.labels.LabelType method) get_logger() (in module omnizart.utils) get_model() (omnizart.base.BaseTranscription method) (omnizart.chord.app.ChordTranscription method) (omnizart.vocal.app.VocalTranscription method) get_out_classes() (omnizart.music.labels.LabelType method) get_test_data_pair() (omnizart.constants.datasets.BaseStructure class method) get_test_labels() (omnizart.constants.datasets.BaseStructure class method) (omnizart.constants.datasets.McGillBillBoard class method) (omnizart.constants.datasets.MedleyDBStructure class method) get_test_wavs() (omnizart.constants.datasets.BaseStructure class method) (omnizart.constants.datasets.McGillBillBoard class method) get_train_data_pair() (omnizart.constants.datasets.BaseStructure class method) get_train_labels() (omnizart.constants.datasets.BaseStructure class method) (omnizart.constants.datasets.McGillBillBoard class method) (omnizart.constants.datasets.MedleyDBStructure class method) get_train_val_feat_file_list() (in module omnizart.train) get_train_wavs() (omnizart.constants.datasets.BaseStructure class method) (omnizart.constants.datasets.McGillBillBoard class method)

I

ignore_ids (omnizart.constants.datasets.McGillBillBoard attribute) index_file_path (omnizart.constants.datasets.McGillBillBoard attribute) infer_interval() (in module omnizart.vocal.inference) infer_interval_original() (in module omnizart.vocal.inference) infer_midi() (in module omnizart.vocal.inference) infer_piece() (in module omnizart.music.inference) inference() (in module omnizart.beat.inference) (in module omnizart.chord.inference) (in module omnizart.drum.inference) (in module omnizart.patch_cnn.inference)

INPUT_AUDIO omnizart-beat-transcribe command line option omnizart-chord-transcribe command line option omnizart-drum-transcribe command line option omnizart-music-transcribe command line option omnizart-patch-cnn-transcribe command line option omnizart-vocal-contour-transcribe command line option omnizart-vocal-transcribe command line option interpolation() (in module omnizart.music.inference)

J

json_serializable() (in module omnizart.utils)

L

Label (class in omnizart.base) label_conversion() (in module omnizart.music.labels) label_ext (omnizart.constants.datasets.BaseStructure attribute) (omnizart.constants.datasets.CMediaStructure attribute) (omnizart.constants.datasets.ExtSuStructure attribute) (omnizart.constants.datasets.MaestroStructure attribute) (omnizart.constants.datasets.MapsStructure attribute) (omnizart.constants.datasets.MedleyDBStructure attribute) (omnizart.constants.datasets.MIR1KStructure attribute) (omnizart.constants.datasets.MusicNetStructure attribute) (omnizart.constants.datasets.PopStructure attribute) (omnizart.constants.datasets.TonasStructure attribute) label_f0_ext (omnizart.constants.datasets.TonasStructure attribute) label_file_name (omnizart.constants.datasets.McGillBillBoard attribute) label_folder (omnizart.constants.datasets.McGillBillBoard attribute) label_postfix (omnizart.constants.datasets.MedleyDBStructure attribute) LabelType (class in omnizart.music.labels) LazyLoader (class in omnizart.utils)

load_feature() (in module omnizart.chord.features) load_label() (in module omnizart.chord.features) (omnizart.constants.datasets.BaseStructure class method) (omnizart.constants.datasets.CMediaStructure class method) (omnizart.constants.datasets.MapsStructure class method) (omnizart.constants.datasets.MedleyDBStructure class method) (omnizart.constants.datasets.MIR1KStructure class method) (omnizart.constants.datasets.MusicNetStructure class method) (omnizart.constants.datasets.TonasStructure class method) (omnizart.music.labels.BaseLabelExtraction class method) (omnizart.music.labels.MaestroLabelExtraction class method) (omnizart.music.labels.MapsLabelExtraction class method) (omnizart.music.labels.MusicNetLabelExtraction class method) (omnizart.vocal.labels.BaseLabelExtraction class method) (omnizart.vocal.labels.CMediaLabelExtraction class method) (omnizart.vocal.labels.MIR1KlabelExtraction class method) (omnizart.vocal.labels.TonasLabelExtraction class method) local_attention_2d() (in module omnizart.models.t2t)

M

MadmomBeatTracking (class in omnizart.feature.beat_for_drum) MaestroLabelExtraction (class in omnizart.music.labels) MaestroStructure (class in omnizart.constants.datasets) MapsLabelExtraction (class in omnizart.music.labels) MapsStructure (class in omnizart.constants.datasets) maybe_upcast() (in module omnizart.models.t2t) McGillBillBoard (class in omnizart.constants.datasets) McGillDatasetLoader (class in omnizart.chord.app) MedleyDBStructure (class in omnizart.constants.datasets) merge_batches() (in module omnizart.beat.prediction) (in module omnizart.drum.prediction) (in module omnizart.music.prediction) (in module omnizart.vocal.prediction) meta_file_postfix (omnizart.constants.datasets.MedleyDBStructure attribute) MIDI_PROGRAM_NAME_MAPPING (in module omnizart.constants.midi) MIR1KlabelExtraction (class in omnizart.vocal.labels) MIR1KStructure (class in omnizart.constants.datasets) mixed_precision_is_enabled() (in module omnizart.models.t2t) ModelCheckpoint (class in omnizart.callbacks) module omnizart.base omnizart.beat omnizart.beat.features omnizart.beat.inference omnizart.beat.prediction omnizart.callbacks omnizart.chord omnizart.chord.features omnizart.chord.inference omnizart.constants omnizart.constants.datasets omnizart.constants.feature omnizart.constants.midi omnizart.drum omnizart.drum.inference omnizart.drum.labels omnizart.drum.prediction omnizart.feature omnizart.feature.beat_for_drum omnizart.feature.cfp omnizart.feature.cqt omnizart.feature.hcfp omnizart.models omnizart.models.chord_model omnizart.models.pyramid_net omnizart.models.spectral_norm_net omnizart.models.t2t omnizart.models.u_net omnizart.models.utils omnizart.music omnizart.music.inference omnizart.music.labels omnizart.music.losses, [1] omnizart.music.prediction omnizart.patch_cnn omnizart.patch_cnn.inference omnizart.remote omnizart.train omnizart.utils omnizart.vocal omnizart.vocal.inference omnizart.vocal.labels omnizart.vocal.prediction omnizart.vocal_contour omnizart.vocal_contour.app omnizart.vocal_contour.inference

multi_inst_frm() (omnizart.music.labels.LabelType method) multi_inst_note() (omnizart.music.labels.LabelType method) multi_inst_note_inference() (in module omnizart.music.inference) multi_pop_note() (omnizart.music.labels.LabelType method) MultiHeadAttention (class in omnizart.models.t2t) (class in omnizart.models.u_net) MusicDatasetLoader (class in omnizart.music.app) MUSICNET_INSTRUMENT_PROGRAMS (in module omnizart.constants.midi) MusicNetLabelExtraction (class in omnizart.music.labels) MusicNetStructure (class in omnizart.constants.datasets) MusicTranscription (class in omnizart.music.app)

N

name_transform() (omnizart.music.labels.BaseLabelExtraction class method) (omnizart.music.labels.PopLabelExtraction class method) nonlinear_func() (in module omnizart.feature.cfp)

norm_onset_dura() (in module omnizart.music.inference) norm_split_onset_dura() (in module omnizart.music.inference) NOTE_PRIORITY_ARRAY (in module omnizart.constants.feature)

O

omnizart-beat-generate-feature command line option --dataset-path <dataset_path> --num-threads <num_threads> --output-path <output_path> -d -n -o omnizart-beat-train-model command line option --batch-size <batch_size> --early-stop <early_stop> --epochs <epochs> --feature-path <feature_path> --input-model <input_model> --model-name <model_name> --steps <steps> --val-batch-size <val_batch_size> --val-steps <val_steps> -b -d -e -i -m -s -vb -vs omnizart-beat-transcribe command line option --model-path <model_path> --output <output> -m -o INPUT_AUDIO omnizart-chord-generate-feature command line option --dataset-path <dataset_path> --num-threads <num_threads> --output-path <output_path> -d -n -o omnizart-chord-train-model command line option --batch-size <batch_size> --early-stop <early_stop> --epochs <epochs> --feature-path <feature_path> --input-model <input_model> --learning-rate-decay <learning_rate_decay> --model-name <model_name> --steps <steps> --val-batch-size <val_batch_size> --val-steps <val_steps> -b -d -e -i -m -s -vb -vs omnizart-chord-transcribe command line option --model-path <model_path> --output <output> -m -o INPUT_AUDIO omnizart-drum-generate-feature command line option --dataset-path <dataset_path> --num-threads <num_threads> --output-path <output_path> -d -n -o omnizart-drum-train-model command line option --batch-size <batch_size> --early-stop <early_stop> --epochs <epochs> --feature-path <feature_path> --input-model <input_model> --model-name <model_name> --steps <steps> --val-batch-size <val_batch_size> --val-steps <val_steps> -b -d -e -i -m -s -vb -vs omnizart-drum-transcribe command line option --model-path <model_path> --output <output> -m -o INPUT_AUDIO omnizart-music-generate-feature command line option --dataset-path <dataset_path> --harmonic --num-threads <num_threads> --output-path <output_path> -d -h -n -o omnizart-music-train-model command line option --batch-size <batch_size> --early-stop <early_stop> --epochs <epochs> --feature-path <feature_path> --feature-type <feature_type> --input-model <input_model> --label-type <label_type> --loss-function <loss_function> --model-name <model_name> --model-type <model_type> --steps <steps> --timesteps <timesteps> --val-batch-size <val_batch_size> --val-steps <val_steps> -b -d -e -f -i -l -m -n -s -t -vb -vs -y omnizart-music-transcribe command line option --model-path <model_path> --output <output> -m -o INPUT_AUDIO omnizart-patch-cnn-generate-feature command line option --dataset-path <dataset_path> --num-threads <num_threads> --output-path <output_path> -d -n -o omnizart-patch-cnn-train-model command line option --batch-size <batch_size> --early-stop <early_stop> --epochs <epochs> --feature-path <feature_path> --input-model <input_model> --model-name <model_name> --steps <steps> --val-batch-size <val_batch_size> --val-steps <val_steps> -b -d -e -i -m -s -vb -vs omnizart-patch-cnn-transcribe command line option --model-path <model_path> --output <output> -m -o INPUT_AUDIO

omnizart-vocal-contour-transcribe command line option --model-path <model_path> --output <output> -m -o INPUT_AUDIO omnizart-vocal-generate-feature command line option --dataset-path <dataset_path> --num-threads <num_threads> --output-path <output_path> -d -n -o omnizart-vocal-train-model command line option --batch-size <batch_size> --early-stop <early_stop> --epochs <epochs> --feature-path <feature_path> --input-model <input_model> --model-name <model_name> --steps <steps> --val-batch-size <val_batch_size> --val-steps <val_steps> -b -d -e -i -m -s -vb -vs omnizart-vocal-transcribe command line option --model-path <model_path> --output <output> -m -o INPUT_AUDIO omnizart-vocal_contour-generate-feature command line option --dataset-path <dataset_path> --hop-size <hop_size> --num-threads <num_threads> --output-path <output_path> --sampling-rate <sampling_rate> -d -h -n -o -s omnizart-vocal_contour-train-model command line option --batch-size <batch_size> --early-stop <early_stop> --epochs <epochs> --feature-path <feature_path> --input-model <input_model> --model-name <model_name> --steps <steps> --val-batch-size <val_batch_size> --val-steps <val_steps> -b -d -e -i -m -s -vb -vs omnizart.base module omnizart.beat module omnizart.beat.features module omnizart.beat.inference module omnizart.beat.prediction module omnizart.callbacks module omnizart.chord module omnizart.chord.features module omnizart.chord.inference module omnizart.constants module omnizart.constants.datasets module omnizart.constants.feature module omnizart.constants.midi module omnizart.drum module omnizart.drum.inference module omnizart.drum.labels module omnizart.drum.prediction module omnizart.feature module omnizart.feature.beat_for_drum module omnizart.feature.cfp module omnizart.feature.cqt module omnizart.feature.hcfp module omnizart.models module omnizart.models.chord_model module omnizart.models.pyramid_net module omnizart.models.spectral_norm_net module omnizart.models.t2t module omnizart.models.u_net module omnizart.models.utils module omnizart.music module omnizart.music.inference module omnizart.music.labels module omnizart.music.losses module, [1] omnizart.music.prediction module omnizart.patch_cnn module omnizart.patch_cnn.inference module omnizart.remote module omnizart.train module omnizart.utils module omnizart.vocal module omnizart.vocal.inference module omnizart.vocal.labels module omnizart.vocal.prediction module omnizart.vocal_contour module omnizart.vocal_contour.app module omnizart.vocal_contour.inference module on_epoch_end() (omnizart.models.chord_model.ReduceSlope method) on_train_end() (omnizart.callbacks.TFModelCheckpoint method)

P

pad_to_multiple_2d() (in module omnizart.models.t2t) parallel_extract() (in module omnizart.feature.cfp) parallel_generator() (in module omnizart.utils) PatchCNNDatasetLoader (class in omnizart.patch_cnn.app) PatchCNNTranscription (class in omnizart.patch_cnn.app) percent_train (omnizart.constants.datasets.MIR1KStructure attribute) pitch_annotation_folder (omnizart.constants.datasets.MedleyDBStructure attribute) POP_INSTRUMENT_PROGRAMES (in module omnizart.constants.midi) PopDatasetLoader (class in omnizart.drum.app) PopLabelExtraction (class in omnizart.music.labels) PopStructure (class in omnizart.constants.datasets)

positional_encoding() (in module omnizart.models.t2t) post_process_cqt() (in module omnizart.feature.cqt) predict() (in module omnizart.beat.prediction) (in module omnizart.drum.prediction) (in module omnizart.music.prediction) (in module omnizart.vocal.prediction) predict_old() (in module omnizart.music.prediction) process() (omnizart.feature.beat_for_drum.MadmomBeatTracking method) (omnizart.music.labels.BaseLabelExtraction class method) PROGRESS_BAR_FORMAT (in module omnizart.train) PyramidBlock (class in omnizart.models.pyramid_net) PyramidNet (class in omnizart.models.pyramid_net)

Q

quef_to_log_freq_mapping() (in module omnizart.feature.cfp)

R

ReduceSlope (class in omnizart.models.chord_model) relative_positional_encoding() (in module omnizart.models.t2t) reshape_feature() (in module omnizart.chord.features) reshape_range() (in module omnizart.models.t2t)

residual_block() (in module omnizart.models.spectral_norm_net) resolve_dataset_type() (in module omnizart.utils) restore_weights() (omnizart.models.spectral_norm_net.SpectralNormalization method) roll_down_sample() (in module omnizart.music.inference)

S

scatter_blocks_2d() (in module omnizart.models.t2t) segment_feature() (in module omnizart.chord.features) semantic_segmentation() (in module omnizart.models.u_net) semantic_segmentation_attn() (in module omnizart.models.u_net) ShakeDrop (class in omnizart.models.pyramid_net) shape_list() (in module omnizart.models.utils) shift_chord() (in module omnizart.chord.features) shift_chromagram() (in module omnizart.chord.features) SIZE_MAPPING (in module omnizart.remote) smooth_loss() (in module omnizart.music.losses), [1]

snake_to_camel() (in module omnizart.utils) SOUNDFONT_PATH (in module omnizart.constants.midi) spectral_flux() (in module omnizart.feature.cfp) SpectralNormalization (class in omnizart.models.spectral_norm_net) split_heads_2d() (in module omnizart.models.t2t) split_last_dimension() (in module omnizart.models.t2t) step_in_slope() (omnizart.models.chord_model.ChordModel method) STEP_SIZE_RATIO (in module omnizart.beat.prediction) STFT() (in module omnizart.feature.cfp) SuLabelExtraction (class in omnizart.music.labels) synth_midi() (in module omnizart.utils)

T

test_labels (omnizart.constants.datasets.BaseStructure attribute) (omnizart.constants.datasets.CMediaStructure attribute) (omnizart.constants.datasets.ExtSuStructure attribute) (omnizart.constants.datasets.MaestroStructure attribute) (omnizart.constants.datasets.MapsStructure attribute) (omnizart.constants.datasets.MedleyDBStructure attribute) (omnizart.constants.datasets.MIR1KStructure attribute) (omnizart.constants.datasets.MusicNetStructure attribute) (omnizart.constants.datasets.PopStructure attribute) (omnizart.constants.datasets.TonasStructure attribute) test_step() (omnizart.models.chord_model.ChordModel method) (omnizart.models.pyramid_net.PyramidNet method) test_wavs (omnizart.constants.datasets.BaseStructure attribute) (omnizart.constants.datasets.CMediaStructure attribute) (omnizart.constants.datasets.ExtSuStructure attribute) (omnizart.constants.datasets.MaestroStructure attribute) (omnizart.constants.datasets.MapsStructure attribute) (omnizart.constants.datasets.MedleyDBStructure attribute) (omnizart.constants.datasets.MIR1KStructure attribute) (omnizart.constants.datasets.MusicNetStructure attribute) (omnizart.constants.datasets.PopStructure attribute) (omnizart.constants.datasets.TonasStructure attribute) TFModelCheckpoint (class in omnizart.callbacks) threshold_type_converter() (in module omnizart.music.inference) to_midi() (in module omnizart.music.inference) TonasLabelExtraction (class in omnizart.vocal.labels) TonasStructure (class in omnizart.constants.datasets) train() (omnizart.beat.app.BeatTranscription method) (omnizart.chord.app.ChordTranscription method) (omnizart.drum.app.DrumTranscription method) (omnizart.music.app.MusicTranscription method) (omnizart.patch_cnn.app.PatchCNNTranscription method) (omnizart.vocal.app.VocalTranscription method) (omnizart.vocal_contour.app.VocalContourTranscription method)

train_epochs() (in module omnizart.train) train_labels (omnizart.constants.datasets.BaseStructure attribute) (omnizart.constants.datasets.CMediaStructure attribute) (omnizart.constants.datasets.ExtSuStructure attribute) (omnizart.constants.datasets.MaestroStructure attribute) (omnizart.constants.datasets.MapsStructure attribute) (omnizart.constants.datasets.MedleyDBStructure attribute) (omnizart.constants.datasets.MIR1KStructure attribute) (omnizart.constants.datasets.MusicNetStructure attribute) (omnizart.constants.datasets.PopStructure attribute) (omnizart.constants.datasets.TonasStructure attribute) train_step() (omnizart.models.chord_model.ChordModel method) (omnizart.models.pyramid_net.PyramidNet method) train_steps() (in module omnizart.train) train_test_split_id (omnizart.constants.datasets.McGillBillBoard attribute) train_wavs (omnizart.constants.datasets.BaseStructure attribute) (omnizart.constants.datasets.CMediaStructure attribute) (omnizart.constants.datasets.ExtSuStructure attribute) (omnizart.constants.datasets.MaestroStructure attribute) (omnizart.constants.datasets.MapsStructure attribute) (omnizart.constants.datasets.MedleyDBStructure attribute) (omnizart.constants.datasets.MIR1KStructure attribute) (omnizart.constants.datasets.MusicNetStructure attribute) (omnizart.constants.datasets.PopStructure attribute) (omnizart.constants.datasets.TonasStructure attribute) transcribe() (omnizart.beat.app.BeatTranscription method) (omnizart.chord.app.ChordTranscription method) (omnizart.drum.app.DrumTranscription method) (omnizart.music.app.MusicTranscription method) (omnizart.patch_cnn.app.PatchCNNTranscription method) (omnizart.vocal.app.VocalTranscription method) (omnizart.vocal_contour.app.VocalContourTranscription method) transpose_conv_block() (in module omnizart.models.u_net) transpose_residual_block() (in module omnizart.models.spectral_norm_net)

U

update_weights() (omnizart.models.spectral_norm_net.SpectralNormalization method) url (omnizart.constants.datasets.BaseStructure attribute) (omnizart.constants.datasets.BeethovenSonatasStructure attribute) (omnizart.constants.datasets.CMediaStructure attribute) (omnizart.constants.datasets.ExtSuStructure attribute) (omnizart.constants.datasets.MaestroStructure attribute) (omnizart.constants.datasets.McGillBillBoard attribute) (omnizart.constants.datasets.MIR1KStructure attribute) (omnizart.constants.datasets.MusicNetStructure attribute) (omnizart.constants.datasets.TonasStructure attribute)

V

VocalContourDatasetLoader (class in omnizart.vocal_contour.app) VocalContourTranscription (class in omnizart.vocal_contour.app)

VocalDatasetLoader (class in omnizart.vocal.app) VocalTranscription (class in omnizart.vocal.app)

W

wav_postfix (omnizart.constants.datasets.MedleyDBStructure attribute)

weighted_binary_crossentropy() (in module omnizart.beat.app) write_csv() (in module omnizart.chord.inference)