| model: | |
| sr: 44100 | |
| n_fft: 2048 | |
| bandsplits: | |
| - - 1000 | |
| - 100 | |
| - - 4000 | |
| - 250 | |
| - - 8000 | |
| - 500 | |
| - - 16000 | |
| - 1000 | |
| - - 20000 | |
| - 2000 | |
| bottleneck_layer: rnn | |
| t_timesteps: 263 | |
| fc_dim: 128 | |
| rnn_dim: 256 | |
| rnn_type: LSTM | |
| bidirectional: true | |
| num_layers: 12 | |
| mlp_dim: 512 | |
| return_mask: false | |
| complex_as_channel: true | |
| is_mono: false | |
| train_dataset: | |
| file_dir: /home/crlandsc/Music-Demixing-with-Band-Split-RNN/datasets/Vocals | |
| txt_dir: files/ | |
| txt_path: null | |
| target: vocals | |
| is_training: true | |
| is_mono: false | |
| sr: 44100 | |
| preload_dataset: false | |
| silent_prob: 0.1 | |
| mix_prob: 0.25 | |
| mix_tgt_too: false | |
| test_dataset: | |
| in_fp: /home/crlandsc/Music-Demixing-with-Band-Split-RNN/datasets/Vocals | |
| target: vocals | |
| is_mono: false | |
| sr: 44100 | |
| win_size: 3 | |
| hop_size: 0.5 | |
| batch_size: 4 | |
| window: null | |
| sad: | |
| sr: 44100 | |
| window_size_in_sec: 6 | |
| overlap_ratio: 0.5 | |
| n_chunks_per_segment: 10 | |
| eps: 1.0e-05 | |
| gamma: 0.001 | |
| threshold_max_quantile: 0.15 | |
| threshold_segment: 0.5 | |
| augmentations: | |
| randomcrop: | |
| _target_: data.augmentations.RandomCrop | |
| p: 1 | |
| chunk_size_sec: 3 | |
| sr: 44100 | |
| window_stft: 2048 | |
| hop_stft: 512 | |
| gainscale: | |
| _target_: data.augmentations.GainScale | |
| p: 0.5 | |
| min_db: -10.0 | |
| max_db: 10.0 | |
| featurizer: | |
| direct_transform: | |
| _target_: torchaudio.transforms.Spectrogram | |
| n_fft: 2048 | |
| win_length: 2048 | |
| hop_length: 512 | |
| power: null | |
| inverse_transform: | |
| _target_: torchaudio.transforms.InverseSpectrogram | |
| n_fft: 2048 | |
| win_length: 2048 | |
| hop_length: 512 | |
| callbacks: | |
| lr_monitor: | |
| _target_: pytorch_lightning.callbacks.LearningRateMonitor | |
| logging_interval: epoch | |
| model_ckpt: | |
| _target_: pytorch_lightning.callbacks.ModelCheckpoint | |
| monitor: train/loss | |
| mode: min | |
| save_top_k: 4 | |
| dirpath: /home/crlandsc/Music-Demixing-with-Band-Split-RNN/src/logs/bandsplitrnn/2023-04-28_17-51/weights | |
| filename: epoch{epoch:02d}-train_loss{train/loss:.2f} | |
| auto_insert_metric_name: false | |
| model_ckpt_usdr: | |
| _target_: pytorch_lightning.callbacks.ModelCheckpoint | |
| monitor: train/usdr | |
| mode: max | |
| save_top_k: 4 | |
| dirpath: /home/crlandsc/Music-Demixing-with-Band-Split-RNN/src/logs/bandsplitrnn/2023-04-28_17-51/weights | |
| filename: epoch{epoch:02d}-train_usdr{train/usdr:.2f} | |
| auto_insert_metric_name: false | |
| ema: | |
| _target_: utils.callbacks.EMA | |
| decay: 0.9999 | |
| validate_original_weights: false | |
| every_n_steps: 1 | |
| logger: | |
| tensorboard: | |
| _target_: pytorch_lightning.loggers.TensorBoardLogger | |
| save_dir: /home/crlandsc/Music-Demixing-with-Band-Split-RNN/src/logs/bandsplitrnn/2023-04-28_17-51/tb_logs | |
| name: '' | |
| version: '' | |
| log_graph: false | |
| default_hp_metric: false | |
| prefix: '' | |
| wandb: | |
| _target_: pytorch_lightning.loggers.WandbLogger | |
| project: MDX_BSRNN_23 | |
| name: vocals | |
| save_dir: wandb_logs | |
| offline: false | |
| id: null | |
| log_model: false | |
| prefix: '' | |
| job_type: train | |
| group: '' | |
| tags: [] | |
| train_loader: | |
| batch_size: 8 | |
| num_workers: 12 | |
| shuffle: true | |
| drop_last: true | |
| val_loader: | |
| batch_size: 2 | |
| num_workers: 8 | |
| shuffle: false | |
| drop_last: false | |
| opt: | |
| _target_: torch.optim.Adam | |
| lr: 0.001 | |
| sch: | |
| warmup_step: 10 | |
| alpha: 0.1 | |
| gamma: 0.9899494936611665 | |
| ckpt_path: logs/bandsplitrnn/2023-04-28_14-12/weights/epoch217-train_usdr7.07.ckpt | |
| trainer: | |
| fast_dev_run: false | |
| min_epochs: 100 | |
| max_epochs: 500 | |
| log_every_n_steps: 10 | |
| accelerator: auto | |
| devices: auto | |
| gradient_clip_val: 5 | |
| precision: 32 | |
| enable_progress_bar: true | |
| benchmark: true | |
| deterministic: false | |
| experiment_dirname: bandsplitrnn | |
| wandb_api_key: d5c4447e39b2b10b95f05f907d57845ded16bc13 | |