├── LICENSE ├── LICENSE_weights ├── README.md ├── __pycache__ ├── metadata.cpython-39.pyc ├── predict.cpython-39.pyc └── train.cpython-39.pyc ├── audiocraft ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── __init__.cpython-39.pyc │ ├── environment.cpython-38.pyc │ ├── environment.cpython-39.pyc │ └── train.cpython-39.pyc ├── adversarial │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── losses.cpython-38.pyc │ │ └── losses.cpython-39.pyc │ ├── discriminators │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── base.cpython-38.pyc │ │ │ ├── base.cpython-39.pyc │ │ │ ├── mpd.cpython-38.pyc │ │ │ ├── mpd.cpython-39.pyc │ │ │ ├── msd.cpython-38.pyc │ │ │ ├── msd.cpython-39.pyc │ │ │ ├── msstftd.cpython-38.pyc │ │ │ └── msstftd.cpython-39.pyc │ │ ├── base.py │ │ ├── mpd.py │ │ ├── msd.py │ │ └── msstftd.py │ └── losses.py ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── audio.cpython-38.pyc │ │ ├── audio.cpython-39.pyc │ │ ├── audio_dataset.cpython-38.pyc │ │ ├── audio_dataset.cpython-39.pyc │ │ ├── audio_utils.cpython-38.pyc │ │ ├── audio_utils.cpython-39.pyc │ │ ├── info_audio_dataset.cpython-38.pyc │ │ ├── info_audio_dataset.cpython-39.pyc │ │ ├── music_dataset.cpython-38.pyc │ │ ├── music_dataset.cpython-39.pyc │ │ ├── sound_dataset.cpython-38.pyc │ │ ├── sound_dataset.cpython-39.pyc │ │ ├── zip.cpython-38.pyc │ │ └── zip.cpython-39.pyc │ ├── audio.py │ ├── audio_dataset.py │ ├── audio_utils.py │ ├── info_audio_dataset.py │ ├── music_dataset.py │ ├── sound_dataset.py │ └── zip.py ├── environment.py ├── grids │ ├── __init__.py │ ├── _base_explorers.py │ ├── audiogen │ │ ├── __init__.py │ │ ├── audiogen_base_16khz.py │ │ └── audiogen_pretrained_16khz_eval.py │ ├── compression │ │ ├── __init__.py │ │ ├── _explorers.py │ │ ├── debug.py │ │ ├── encodec_audiogen_16khz.py │ │ ├── encodec_base_24khz.py │ │ └── encodec_musicgen_32khz.py │ ├── diffusion │ │ ├── 4_bands_base_32khz.py │ │ ├── __init__.py │ │ └── _explorers.py │ └── musicgen │ │ ├── __init__.py │ │ ├── _explorers.py │ │ ├── musicgen_base_32khz.py │ │ ├── musicgen_base_32khz_chuk.py │ │ ├── musicgen_base_cached_32khz.py │ │ ├── musicgen_chord_32khz.py │ │ ├── musicgen_clapemb_32khz.py │ │ ├── musicgen_melody_32khz.py │ │ ├── musicgen_pretrained_32khz_eval.py │ │ └── musicgen_stereo_finetune_32khz.py ├── losses │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── balancer.cpython-38.pyc │ │ ├── balancer.cpython-39.pyc │ │ ├── sisnr.cpython-38.pyc │ │ ├── sisnr.cpython-39.pyc │ │ ├── specloss.cpython-38.pyc │ │ ├── specloss.cpython-39.pyc │ │ ├── stftloss.cpython-38.pyc │ │ └── stftloss.cpython-39.pyc │ ├── balancer.py │ ├── sisnr.py │ ├── specloss.py │ └── stftloss.py ├── metrics │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── chroma_cosinesim.cpython-38.pyc │ │ ├── chroma_cosinesim.cpython-39.pyc │ │ ├── clap_consistency.cpython-38.pyc │ │ ├── clap_consistency.cpython-39.pyc │ │ ├── fad.cpython-38.pyc │ │ ├── fad.cpython-39.pyc │ │ ├── kld.cpython-38.pyc │ │ ├── kld.cpython-39.pyc │ │ ├── rvm.cpython-38.pyc │ │ ├── rvm.cpython-39.pyc │ │ ├── visqol.cpython-38.pyc │ │ └── visqol.cpython-39.pyc │ ├── chroma_cosinesim.py │ ├── clap_consistency.py │ ├── fad.py │ ├── kld.py │ ├── rvm.py │ └── visqol.py ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── audiogen.cpython-38.pyc │ │ ├── audiogen.cpython-39.pyc │ │ ├── builders.cpython-38.pyc │ │ ├── builders.cpython-39.pyc │ │ ├── encodec.cpython-38.pyc │ │ ├── encodec.cpython-39.pyc │ │ ├── lm.cpython-38.pyc │ │ ├── lm.cpython-39.pyc │ │ ├── loaders.cpython-38.pyc │ │ ├── loaders.cpython-39.pyc │ │ ├── multibanddiffusion.cpython-38.pyc │ │ ├── multibanddiffusion.cpython-39.pyc │ │ ├── musicgen.cpython-38.pyc │ │ ├── musicgen.cpython-39.pyc │ │ ├── unet.cpython-38.pyc │ │ └── unet.cpython-39.pyc │ ├── audiogen.py │ ├── builders.py │ ├── encodec.py │ ├── lm.py │ ├── loaders.py │ ├── multibanddiffusion.py │ ├── musicgen.py │ └── unet.py ├── modules │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── activations.cpython-38.pyc │ │ ├── activations.cpython-39.pyc │ │ ├── chord_chroma.cpython-38.pyc │ │ ├── chord_chroma.cpython-39.pyc │ │ ├── chroma.cpython-38.pyc │ │ ├── chroma.cpython-39.pyc │ │ ├── codebooks_patterns.cpython-38.pyc │ │ ├── codebooks_patterns.cpython-39.pyc │ │ ├── conditioners.cpython-38.pyc │ │ ├── conditioners.cpython-39.pyc │ │ ├── conv.cpython-38.pyc │ │ ├── conv.cpython-39.pyc │ │ ├── diffusion_schedule.cpython-38.pyc │ │ ├── diffusion_schedule.cpython-39.pyc │ │ ├── lstm.cpython-38.pyc │ │ ├── lstm.cpython-39.pyc │ │ ├── rope.cpython-38.pyc │ │ ├── rope.cpython-39.pyc │ │ ├── seanet.cpython-38.pyc │ │ ├── seanet.cpython-39.pyc │ │ ├── streaming.cpython-38.pyc │ │ ├── streaming.cpython-39.pyc │ │ ├── transformer.cpython-38.pyc │ │ └── transformer.cpython-39.pyc │ ├── activations.py │ ├── btc │ │ ├── = │ │ ├── LICENSE │ │ ├── README.md │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── btc_model.cpython-38.pyc │ │ │ └── btc_model.cpython-39.pyc │ │ ├── audio_dataset.py │ │ ├── baseline_models.py │ │ ├── btc_model.py │ │ ├── chordparse.ipynb │ │ ├── crf_model.py │ │ ├── mir_eval │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── __init__.cpython-39.pyc │ │ │ │ ├── alignment.cpython-38.pyc │ │ │ │ ├── alignment.cpython-39.pyc │ │ │ │ ├── beat.cpython-38.pyc │ │ │ │ ├── beat.cpython-39.pyc │ │ │ │ ├── chord.cpython-38.pyc │ │ │ │ ├── chord.cpython-39.pyc │ │ │ │ ├── hierarchy.cpython-38.pyc │ │ │ │ ├── hierarchy.cpython-39.pyc │ │ │ │ ├── io.cpython-38.pyc │ │ │ │ ├── io.cpython-39.pyc │ │ │ │ ├── key.cpython-38.pyc │ │ │ │ ├── key.cpython-39.pyc │ │ │ │ ├── melody.cpython-38.pyc │ │ │ │ ├── melody.cpython-39.pyc │ │ │ │ ├── multipitch.cpython-38.pyc │ │ │ │ ├── multipitch.cpython-39.pyc │ │ │ │ ├── onset.cpython-38.pyc │ │ │ │ ├── onset.cpython-39.pyc │ │ │ │ ├── pattern.cpython-38.pyc │ │ │ │ ├── pattern.cpython-39.pyc │ │ │ │ ├── segment.cpython-38.pyc │ │ │ │ ├── segment.cpython-39.pyc │ │ │ │ ├── separation.cpython-38.pyc │ │ │ │ ├── separation.cpython-39.pyc │ │ │ │ ├── sonify.cpython-38.pyc │ │ │ │ ├── sonify.cpython-39.pyc │ │ │ │ ├── tempo.cpython-38.pyc │ │ │ │ ├── tempo.cpython-39.pyc │ │ │ │ ├── transcription.cpython-38.pyc │ │ │ │ ├── transcription.cpython-39.pyc │ │ │ │ ├── transcription_velocity.cpython-38.pyc │ │ │ │ ├── transcription_velocity.cpython-39.pyc │ │ │ │ ├── util.cpython-38.pyc │ │ │ │ └── util.cpython-39.pyc │ │ │ ├── alignment.py │ │ │ ├── beat.py │ │ │ ├── chord.py │ │ │ ├── display.py │ │ │ ├── hierarchy.py │ │ │ ├── io.py │ │ │ ├── key.py │ │ │ ├── melody.py │ │ │ ├── multipitch.py │ │ │ ├── onset.py │ │ │ ├── pattern.py │ │ │ ├── segment.py │ │ │ ├── separation.py │ │ │ ├── sonify.py │ │ │ ├── tempo.py │ │ │ ├── transcription.py │ │ │ ├── transcription_velocity.py │ │ │ └── util.py │ │ ├── png │ │ │ ├── attention.png │ │ │ ├── example.png │ │ │ └── model.png │ │ ├── run_config.yaml │ │ ├── test.py │ │ ├── test │ │ │ ├── btc_model.pt │ │ │ ├── btc_model_large_voca.pt │ │ │ ├── no_drums.lab │ │ │ ├── no_drums.midi │ │ │ └── no_drums.wav │ │ ├── train.py │ │ ├── train_crf.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── chords.cpython-38.pyc │ │ │ ├── chords.cpython-39.pyc │ │ │ ├── hparams.cpython-38.pyc │ │ │ ├── hparams.cpython-39.pyc │ │ │ ├── logger.cpython-38.pyc │ │ │ ├── mir_eval_modules.cpython-38.pyc │ │ │ ├── mir_eval_modules.cpython-39.pyc │ │ │ ├── transformer_modules.cpython-38.pyc │ │ │ └── transformer_modules.cpython-39.pyc │ │ │ ├── chords.py │ │ │ ├── hparams.py │ │ │ ├── logger.py │ │ │ ├── mir_eval_modules.py │ │ │ ├── preprocess.py │ │ │ ├── pytorch_utils.py │ │ │ ├── tf_logger.py │ │ │ └── transformer_modules.py │ ├── chord_chroma.py │ ├── chroma.py │ ├── codebooks_patterns.py │ ├── conditioners.py │ ├── conv.py │ ├── diffusion_schedule.py │ ├── lstm.py │ ├── rope.py │ ├── seanet.py │ ├── streaming.py │ └── transformer.py ├── optim │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── cosine_lr_scheduler.cpython-38.pyc │ │ ├── cosine_lr_scheduler.cpython-39.pyc │ │ ├── dadam.cpython-38.pyc │ │ ├── dadam.cpython-39.pyc │ │ ├── ema.cpython-38.pyc │ │ ├── ema.cpython-39.pyc │ │ ├── fsdp.cpython-38.pyc │ │ ├── fsdp.cpython-39.pyc │ │ ├── inverse_sqrt_lr_scheduler.cpython-38.pyc │ │ ├── inverse_sqrt_lr_scheduler.cpython-39.pyc │ │ ├── linear_warmup_lr_scheduler.cpython-38.pyc │ │ ├── linear_warmup_lr_scheduler.cpython-39.pyc │ │ ├── polynomial_decay_lr_scheduler.cpython-38.pyc │ │ └── polynomial_decay_lr_scheduler.cpython-39.pyc │ ├── cosine_lr_scheduler.py │ ├── dadam.py │ ├── ema.py │ ├── fsdp.py │ ├── inverse_sqrt_lr_scheduler.py │ ├── linear_warmup_lr_scheduler.py │ └── polynomial_decay_lr_scheduler.py ├── py.typed ├── quantization │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── base.cpython-38.pyc │ │ ├── base.cpython-39.pyc │ │ ├── core_vq.cpython-38.pyc │ │ ├── core_vq.cpython-39.pyc │ │ ├── vq.cpython-38.pyc │ │ └── vq.cpython-39.pyc │ ├── base.py │ ├── core_vq.py │ └── vq.py ├── solvers │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── audiogen.cpython-38.pyc │ │ ├── audiogen.cpython-39.pyc │ │ ├── base.cpython-38.pyc │ │ ├── base.cpython-39.pyc │ │ ├── builders.cpython-38.pyc │ │ ├── builders.cpython-39.pyc │ │ ├── compression.cpython-38.pyc │ │ ├── compression.cpython-39.pyc │ │ ├── diffusion.cpython-38.pyc │ │ ├── diffusion.cpython-39.pyc │ │ ├── musicgen.cpython-38.pyc │ │ ├── musicgen.cpython-39.pyc │ │ ├── musicgen_chord.cpython-39.pyc │ │ └── musicgen_melody_test.cpython-39.pyc │ ├── audiogen.py │ ├── base.py │ ├── builders.py │ ├── compression.py │ ├── diffusion.py │ ├── musicgen.py │ ├── musicgen_chord.py │ └── musicgen_melody_test.py ├── train.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── __init__.cpython-39.pyc │ ├── autocast.cpython-38.pyc │ ├── autocast.cpython-39.pyc │ ├── best_state.cpython-38.pyc │ ├── best_state.cpython-39.pyc │ ├── cache.cpython-38.pyc │ ├── cache.cpython-39.pyc │ ├── checkpoint.cpython-38.pyc │ ├── checkpoint.cpython-39.pyc │ ├── cluster.cpython-38.pyc │ ├── cluster.cpython-39.pyc │ ├── deadlock.cpython-38.pyc │ ├── deadlock.cpython-39.pyc │ ├── profiler.cpython-38.pyc │ ├── profiler.cpython-39.pyc │ ├── utils.cpython-38.pyc │ └── utils.cpython-39.pyc │ ├── autocast.py │ ├── best_state.py │ ├── cache.py │ ├── checkpoint.py │ ├── cluster.py │ ├── deadlock.py │ ├── export.py │ ├── export_legacy.py │ ├── notebook.py │ ├── profiler.py │ ├── samples │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── manager.cpython-38.pyc │ │ └── manager.cpython-39.pyc │ └── manager.py │ └── utils.py ├── cog.yaml ├── config ├── conditioner │ ├── chord2music.yaml │ ├── chroma2music.yaml │ ├── clapemb2music.yaml │ ├── none.yaml │ ├── text2music.yaml │ └── text2sound.yaml ├── config.yaml ├── dset │ ├── audio │ │ ├── audiocaps_16khz.yaml │ │ ├── default.yaml │ │ ├── example.yaml │ │ └── musiccaps_32khz.yaml │ ├── default.yaml │ └── internal │ │ ├── music_10k_32khz.yaml │ │ ├── music_400k_32khz.yaml │ │ └── sounds_16khz.yaml ├── model │ ├── encodec │ │ ├── default.yaml │ │ ├── encodec_base_causal.yaml │ │ ├── encodec_large_nq4_s320.yaml │ │ └── encodec_large_nq4_s640.yaml │ ├── lm │ │ ├── audiogen_lm.yaml │ │ ├── default.yaml │ │ ├── model_scale │ │ │ ├── base.yaml │ │ │ ├── large.yaml │ │ │ ├── medium.yaml │ │ │ ├── small.yaml │ │ │ └── xsmall.yaml │ │ └── musicgen_lm.yaml │ ├── none.yaml │ └── score │ │ └── basic.yaml ├── solver │ ├── audiogen │ │ ├── audiogen_base_16khz.yaml │ │ ├── debug.yaml │ │ ├── default.yaml │ │ └── evaluation │ │ │ ├── none.yaml │ │ │ └── objective_eval.yaml │ ├── compression │ │ ├── debug.yaml │ │ ├── default.yaml │ │ ├── encodec_audiogen_16khz.yaml │ │ ├── encodec_base_24khz.yaml │ │ └── encodec_musicgen_32khz.yaml │ ├── default.yaml │ ├── diffusion │ │ ├── debug.yaml │ │ ├── default.yaml │ │ └── encodec_24khz.yaml │ └── musicgen │ │ ├── debug.yaml │ │ ├── default.yaml │ │ ├── evaluation │ │ ├── none.yaml │ │ └── objective_eval.yaml │ │ ├── musicgen_base_32khz.yaml │ │ ├── musicgen_chord_32khz.yaml │ │ └── 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