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| # @package _global_ | |
| defaults: | |
| - override /model: demucs | |
| - override /effects: all | |
| seed: 12345 | |
| sample_rate: 48000 | |
| chunk_size: 262144 # 5.5s | |
| logs_dir: "./logs" | |
| render_root: "/scratch/EffectSet" | |
| accelerator: "gpu" | |
| log_audio: True | |
| # Effects | |
| num_kept_effects: [0,0] # [min, max] | |
| num_removed_effects: [0,5] # [min, max] | |
| shuffle_kept_effects: True | |
| shuffle_removed_effects: True | |
| num_classes: 5 | |
| effects_to_keep: | |
| effects_to_remove: | |
| - distortion | |
| - compressor | |
| - reverb | |
| - chorus | |
| - delay | |
| datamodule: | |
| train_batch_size: 16 | |
| test_batch_size: 1 | |
| num_workers: 8 | |
| dcunet: | |
| _target_: remfx.models.RemFX | |
| lr: 1e-4 | |
| lr_beta1: 0.95 | |
| lr_beta2: 0.999 | |
| lr_eps: 1e-6 | |
| lr_weight_decay: 1e-3 | |
| sample_rate: ${sample_rate} | |
| network: | |
| _target_: remfx.models.DCUNetModel | |
| architecture: "Large-DCUNet-20" | |
| stft_kernel_size: 512 | |
| fix_length_mode: "pad" | |
| sample_rate: ${sample_rate} | |
| num_bins: 1025 | |
| classifier: | |
| _target_: remfx.models.FXClassifier | |
| lr: 3e-4 | |
| lr_weight_decay: 1e-3 | |
| sample_rate: ${sample_rate} | |
| mixup: False | |
| network: | |
| _target_: remfx.classifier.Cnn14 | |
| num_classes: ${num_classes} | |
| n_fft: 2048 | |
| hop_length: 512 | |
| n_mels: 128 | |
| sample_rate: ${sample_rate} | |
| model_sample_rate: ${sample_rate} | |
| specaugment: True | |
| classifier_ckpt: "ckpts/classifier.ckpt" | |
| ckpts: | |
| RandomPedalboardDistortion: | |
| model: ${model} | |
| ckpt_path: "ckpts/demucs_distortion_aug.ckpt" | |
| RandomPedalboardCompressor: | |
| model: ${model} | |
| ckpt_path: "ckpts/demucs_compressor_aug.ckpt" | |
| RandomPedalboardReverb: | |
| model: ${dcunet} | |
| ckpt_path: "ckpts/dcunet_reverb_aug.ckpt" | |
| RandomPedalboardChorus: | |
| model: ${dcunet} | |
| ckpt_path: "ckpts/dcunet_chorus_aug.ckpt" | |
| RandomPedalboardDelay: | |
| model: ${dcunet} | |
| ckpt_path: "ckpts/dcunet_delay_aug.ckpt" | |
| inference_effects_ordering: | |
| - "RandomPedalboardDistortion" | |
| - "RandomPedalboardCompressor" | |
| - "RandomPedalboardReverb" | |
| - "RandomPedalboardChorus" | |
| - "RandomPedalboardDelay" | |
| num_bins: 1025 | |
| inference_effects_shuffle: False | |
| inference_use_all_effect_models: False |