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+ audio:
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+ chunk_size: 261120
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+ dim_f: 4096
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+ dim_t: 256
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+ hop_length: 1024
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+ n_fft: 8192
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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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+ act: gelu
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+ bottleneck_factor: 4
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+ growth: 128
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+ norm: InstanceNorm
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+ num_blocks_per_scale: 2
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+ num_channels: 128
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+ num_scales: 5
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+ num_subbands: 4
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+ scale:
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+ - 2
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+ - 2
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+ training:
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+ batch_size: 6
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+ grad_clip: 0
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+ instruments:
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+ - Vocals
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+ - Instrumental
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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: null
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+ num_epochs: 1000
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+ num_steps: 1000
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+ augmentation: 1
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+ augmentation_type: simple1
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+ augmentation_mix: true
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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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+ inference:
41
+ batch_size: 1
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+ dim_t: 256
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+ num_overlap: 8
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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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+
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+ model:
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+ act: gelu
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+ bottleneck_factor: 4
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+ growth: 128
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+ norm: InstanceNorm
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+ num_blocks_per_scale: 2
17
+ num_channels: 128
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+ num_scales: 5
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+ num_subbands: 4
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+ scale:
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+ - 2
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+ - 2
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+
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+ training:
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+ batch_size: 2
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+ gradient_accumulation_steps: 1
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+ grad_clip: 0
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+ instruments:
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+ - dry
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+ - No dry
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+ lr: 1.0e-06
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+ patience: 4
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+ reduce_factor: 0.93
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+ target_instrument: null
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+ num_epochs: 40
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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: adamw
41
+ read_metadata_procs: 8 # Number of processes to use during metadata reading for dataset. Can speed up metadata generation
42
+ other_fix: false # it's needed for checking on multisong dataset if other is actually instrumental
43
+ use_amp: true # enable or disable usage of mixed precision (float16) - usually it must be true
44
+
45
+ augmentations:
46
+ enable: false # enable or disable all augmentations (to fast disable if needed)
47
+ loudness: true # randomly change loudness of each stem on the range (loudness_min; loudness_max)
48
+ loudness_min: 0.5
49
+ loudness_max: 1.5
50
+ mixup: true # mix several stems of same type with some probability (only works for dataset types: 1, 2, 3)
51
+ mixup_probs: !!python/tuple # 2 additional stems of the same type (1st with prob 0.2, 2nd with prob 0.02)
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+ - 0.2
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+ - 0.02
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+ mixup_loudness_min: 0.5
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+ mixup_loudness_max: 1.5
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+
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+ all:
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+ channel_shuffle: 0.5 # Set 0 or lower to disable
59
+ random_inverse: 0.05 # inverse track (better lower probability)
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+ random_polarity: 0.5 # polarity change (multiply waveform to -1)
61
+
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+ # pedalboard chorus block
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+ pedalboard_chorus: 0.001
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+ pedalboard_chorus_rate_hz_min: 1.0
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+ pedalboard_chorus_rate_hz_max: 7.0
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+ pedalboard_chorus_depth_min: 0.25
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+ pedalboard_chorus_depth_max: 0.95
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+ pedalboard_chorus_centre_delay_ms_min: 3
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+ pedalboard_chorus_centre_delay_ms_max: 10
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+ pedalboard_chorus_feedback_min: 0.0
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+ pedalboard_chorus_feedback_max: 0.01
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+ pedalboard_chorus_mix_min: 0.1
73
+ pedalboard_chorus_mix_max: 0.9
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+
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+ # pedalboard phazer block
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+ pedalboard_phazer: 0.001
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+ pedalboard_phazer_rate_hz_min: 1.0
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+ pedalboard_phazer_rate_hz_max: 10.0
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+ pedalboard_phazer_depth_min: 0.25
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+ pedalboard_phazer_depth_max: 0.95
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+ pedalboard_phazer_centre_frequency_hz_min: 200
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+ pedalboard_phazer_centre_frequency_hz_max: 12000
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+ pedalboard_phazer_feedback_min: 0.0
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+ pedalboard_phazer_feedback_max: 0.5
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+ pedalboard_phazer_mix_min: 0.1
86
+ pedalboard_phazer_mix_max: 0.9
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+
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+ # pedalboard pitch shift block
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+ pedalboard_pitch_shift: 0.01
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+ pedalboard_pitch_shift_semitones_min: -7
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+ pedalboard_pitch_shift_semitones_max: 7
92
+
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+ # pedalboard resample block
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+ pedalboard_resample: 0.001
95
+ pedalboard_resample_target_sample_rate_min: 4000
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+ pedalboard_resample_target_sample_rate_max: 44100
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+
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+ mp3_compression_min_bitrate: 32
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+ mp3_compression_max_bitrate: 320
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+ mp3_compression_backend: "lameenc"
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+
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+ dry:
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+ # pedalboard distortion block
104
+ pedalboard_distortion: 0.001
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+ pedalboard_distortion_drive_db_min: 1.0
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+ pedalboard_distortion_drive_db_max: 25.0
107
+
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+ tanh_distortion: 0.05
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+ tanh_distortion_min: 0.1
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+ tanh_distortion_max: 0.7
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+ # pedalboard bitcrash block
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+ pedalboard_bitcrash: 0.005
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+ pedalboard_bitcrash_bit_depth_min: 4
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+ pedalboard_bitcrash_bit_depth_max: 16
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+
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+ seven_band_parametric_eq: 0.24
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+ seven_band_parametric_eq_min_gain_db: -9
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+ seven_band_parametric_eq_max_gain_db: 9
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+
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+ gaussian_noise: 0.005
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+ gaussian_noise_min_amplitude: 0.001
122
+ gaussian_noise_max_amplitude: 0.01
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+
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+ time_stretch: 0.01
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+ time_stretch_min_rate: 0.8
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+ time_stretch_max_rate: 1.25
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+ other:
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+ seven_band_parametric_eq: 0.24
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+ seven_band_parametric_eq_min_gain_db: -9
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+ seven_band_parametric_eq_max_gain_db: 9
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+
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+ inference:
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+ batch_size: 2
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+ dim_t: 256
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+ num_overlap: 4
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+ models: ['f7e0c4bc', 'd12395a8', '92cfc3b6', '04573f0d']
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+ [0., 1., 0., 0.],
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+ ]
mel_band_roformer_karaoke_aufr33_viperx_sdr_10/mel_band_roformer_karaoke_aufr33_viperx_sdr_10.1956.ckpt ADDED
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+ size 913096801
mel_band_roformer_karaoke_aufr33_viperx_sdr_10/mel_band_roformer_karaoke_aufr33_viperx_sdr_10.1956_config.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: 801
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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
15
+ num_stems: 1
16
+ time_transformer_depth: 1
17
+ freq_transformer_depth: 1
18
+ num_bands: 60
19
+ dim_head: 64
20
+ heads: 8
21
+ attn_dropout: 0
22
+ ff_dropout: 0
23
+ flash_attn: True
24
+ dim_freqs_in: 1025
25
+ sample_rate: 44100 # needed for mel filter bank from librosa
26
+ stft_n_fft: 2048
27
+ stft_hop_length: 441
28
+ stft_win_length: 2048
29
+ stft_normalized: False
30
+ mask_estimator_depth: 2
31
+ multi_stft_resolution_loss_weight: 1.0
32
+ multi_stft_resolutions_window_sizes: !!python/tuple
33
+ - 4096
34
+ - 2048
35
+ - 1024
36
+ - 512
37
+ - 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
43
+ gradient_accumulation_steps: 1
44
+ grad_clip: 0
45
+ instruments:
46
+ - Vocals
47
+ - Instrumental
48
+ lr: 1.0e-05
49
+ patience: 2
50
+ reduce_factor: 0.95
51
+ target_instrument: Vocals
52
+ num_epochs: 1000
53
+ num_steps: 2000
54
+ augmentation: false # enable augmentations by audiomentations and pedalboard
55
+ augmentation_type: null
56
+ use_mp3_compress: false # Deprecated
57
+ augmentation_mix: false # Mix several stems of the same type with some probability
58
+ augmentation_loudness: false # randomly change loudness of each stem
59
+ augmentation_loudness_type: 1 # Type 1 or 2
60
+ augmentation_loudness_min: 0
61
+ augmentation_loudness_max: 0
62
+ q: 0.95
63
+ coarse_loss_clip: false
64
+ ema_momentum: 0.999
65
+ optimizer: adam
66
+ other_fix: false # it's needed for checking on multisong dataset if other is actually instrumental
67
+ use_amp: true # enable or disable usage of mixed precision (float16) - usually it must be true
68
+ inference:
69
+ batch_size: 1
70
+ dim_t: 801
71
+ num_overlap: 4
model_bs_roformer_ep_317_sdr_12.9755/model_bs_roformer_ep_317_sdr_12.9755.ckpt ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ audio:
2
+ chunk_size: 352800
3
+ dim_f: 1024
4
+ dim_t: 801 # don't work (use in model)
5
+ hop_length: 441 # don't work (use in model)
6
+ n_fft: 2048
7
+ num_channels: 2
8
+ sample_rate: 44100
9
+ min_mean_abs: 0.001
10
+
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+ model:
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+ dim: 512
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+ depth: 12
14
+ stereo: true
15
+ num_stems: 1
16
+ time_transformer_depth: 1
17
+ freq_transformer_depth: 1
18
+ freqs_per_bands: !!python/tuple
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 12
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+ - 12
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+ - 12
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+ - 12
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+ - 24
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+ - 24
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+ - 24
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+ - 24
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+ - 48
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+ - 48
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+ - 48
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+ - 48
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+ - 48
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+ - 48
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+ - 128
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+ - 129
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+ dim_head: 64
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+ heads: 8
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+ attn_dropout: 0.1
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+ ff_dropout: 0.1
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+ flash_attn: true
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+ dim_freqs_in: 1025
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+ stft_n_fft: 2048
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+ stft_hop_length: 441
89
+ 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
99
+ multi_stft_hop_size: 147
100
+ multi_stft_normalized: False
101
+
102
+ training:
103
+ batch_size: 16
104
+ gradient_accumulation_steps: 1
105
+ grad_clip: 0
106
+ instruments:
107
+ - Vocals
108
+ - Instrumental
109
+ lr: 5.0e-05
110
+ patience: 2
111
+ reduce_factor: 0.95
112
+ target_instrument: Vocals
113
+ num_epochs: 1000
114
+ num_steps: 1000
115
+ augmentation: false # enable augmentations by audiomentations and pedalboard
116
+ augmentation_type: simple1
117
+ use_mp3_compress: false # Deprecated
118
+ augmentation_mix: true # Mix several stems of the same type with some probability
119
+ augmentation_loudness: true # randomly change loudness of each stem
120
+ augmentation_loudness_type: 1 # Type 1 or 2
121
+ augmentation_loudness_min: 0.5
122
+ augmentation_loudness_max: 1.5
123
+ q: 0.95
124
+ coarse_loss_clip: true
125
+ ema_momentum: 0.999
126
+ optimizer: adam
127
+ other_fix: false # it's needed for checking on multisong dataset if other is actually instrumental
128
+ use_amp: true # enable or disable usage of mixed precision (float16) - usually it must be true
129
+
130
+ inference:
131
+ batch_size: 1
132
+ dim_t: 801
133
+ num_overlap: 4