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config_musdb18_mel_band_conformer.yaml
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audio:
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chunk_size: 131584
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dim_f: 1024
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dim_t: 256
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hop_length: 512
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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: 0.001
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model:
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dim: 192
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depth: 8
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stereo: true
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num_stems: 1
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time_conformer_depth: 1
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freq_conformer_depth: 1
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# band-splitting
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num_bands: 60
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# attention/width
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dim_head: 64
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heads: 8
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ff_mult: 4
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# conformer conv sub-block
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conv_expansion_factor: 2
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conv_kernel_size: 31
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# dropouts
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attn_dropout: 0.0
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ff_dropout: 0.0
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conv_dropout: 0.0
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# STFT
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dim_freqs_in: 1025
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sample_rate: 44100
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stft_n_fft: 2048
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stft_hop_length: 512
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stft_win_length: 2048
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stft_normalized: False
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# mask estimator + multi-res STFT loss
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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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use_torch_checkpoint: False
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skip_connection: False
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match_input_audio_length: False
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training:
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batch_size: 1
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gradient_accumulation_steps: 1
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grad_clip: 0
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instruments:
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- vocals
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- bass
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- drums
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- other
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lr: 5.0e-05
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patience: 2
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reduce_factor: 0.95
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target_instrument: vocals
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num_epochs: 1000
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num_steps: 1000
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q: 0.95
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coarse_loss_clip: true
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ema_momentum: 0.999
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optimizer: adam
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other_fix: false
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use_amp: true
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augmentations:
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enable: false
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loudness: true
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loudness_min: 0.5
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loudness_max: 1.5
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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
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model_mel_band_conformer_ep_83_sdr_7.5031.ckpt
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version https://git-lfs.github.com/spec/v1
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oid sha256:1233dab240e835e0e8b0ab98b74d633db126eec219d157257ba68e2fb351659c
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size 945325187
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