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config_mel_band_roformer_karaoke.yaml ADDED
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+ audio:
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+ chunk_size: 352800
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+ dim_f: 1024
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+ dim_t: 256
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+ hop_length: 441
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+ n_fft: 2048
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+ num_channels: 2
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+ sample_rate: 44100
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+ min_mean_abs: 000
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+
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+ model:
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+ dim: 384
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+ depth: 6
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+ stereo: true
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+ num_stems: 1
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+ time_transformer_depth: 1
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+ freq_transformer_depth: 1
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+ num_bands: 60
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+ dim_head: 64
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+ heads: 8
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+ attn_dropout: 0
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+ ff_dropout: 0
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+ flash_attn: True
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+ dim_freqs_in: 1025
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+ sample_rate: 44100 # needed for mel filter bank from librosa
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+ stft_n_fft: 2048
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+ stft_hop_length: 441
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+ stft_win_length: 2048
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+ stft_normalized: False
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+ mask_estimator_depth: 2
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+ multi_stft_resolution_loss_weight: 1.0
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+ multi_stft_resolutions_window_sizes: !!python/tuple
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+ - 4096
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+ - 2048
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+ - 1024
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+ - 512
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+ - 256
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+ multi_stft_hop_size: 147
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+ multi_stft_normalized: False
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+
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+ training:
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+ batch_size: 4
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+ gradient_accumulation_steps: 1
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+ grad_clip: 0
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+ instruments:
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+ - karaoke
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+ - other
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+ lr: 1.0e-05
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+ patience: 2
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+ reduce_factor: 0.95
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+ target_instrument: karaoke
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+ num_epochs: 1000
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+ num_steps: 2000
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+ augmentation: false # enable augmentations by audiomentations and pedalboard
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+ augmentation_type: null
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+ use_mp3_compress: false # Deprecated
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+ augmentation_mix: false # Mix several stems of the same type with some probability
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+ augmentation_loudness: false # randomly change loudness of each stem
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+ augmentation_loudness_type: 1 # Type 1 or 2
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+ augmentation_loudness_min: 0
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+ augmentation_loudness_max: 0
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+ q: 0.95
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+ coarse_loss_clip: false
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+ ema_momentum: 0.999
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+ optimizer: adam
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+ other_fix: false # it's needed for checking on multisong dataset if other is actually instrumental
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+
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+ inference:
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+ batch_size: 1
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+ dim_t: 256
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+ num_overlap: 4
mel_band_roformer_karaoke_aufr33_viperx_sdr_10.1956.ckpt ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:1de20d459332fe8869aeb01327a31df0032262706e1365114e852dc271779813
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+ size 913096801