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Commit 9867304a authored by chenzk's avatar chenzk
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v1.0

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Pipeline #1408 canceled with stages
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infer/lib/uvr5_pack/lib_v5/modelparams/1band_sr44100_hl256.json 0 → 100644
View file @ 9867304a
{
"bins": 256,
"unstable_bins": 0,
"reduction_bins": 0,
"band": {
"1": {
"sr": 44100,
"hl": 256,
"n_fft": 512,
"crop_start": 0,
"crop_stop": 256,
"hpf_start": -1,
"res_type": "sinc_best"
}
},
"sr": 44100,
"pre_filter_start": 256,
"pre_filter_stop": 256
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/1band_sr44100_hl512.json 0 → 100644
View file @ 9867304a
{
"bins": 1024,
"unstable_bins": 0,
"reduction_bins": 0,
"band": {
"1": {
"sr": 44100,
"hl": 512,
"n_fft": 2048,
"crop_start": 0,
"crop_stop": 1024,
"hpf_start": -1,
"res_type": "sinc_best"
}
},
"sr": 44100,
"pre_filter_start": 1023,
"pre_filter_stop": 1024
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/1band_sr44100_hl512_cut.json 0 → 100644
View file @ 9867304a
{
"bins": 1024,
"unstable_bins": 0,
"reduction_bins": 0,
"band": {
"1": {
"sr": 44100,
"hl": 512,
"n_fft": 2048,
"crop_start": 0,
"crop_stop": 700,
"hpf_start": -1,
"res_type": "sinc_best"
}
},
"sr": 44100,
"pre_filter_start": 1023,
"pre_filter_stop": 700
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/2band_32000.json 0 → 100644
View file @ 9867304a
{
"bins": 768,
"unstable_bins": 7,
"reduction_bins": 705,
"band": {
"1": {
"sr": 6000,
"hl": 66,
"n_fft": 512,
"crop_start": 0,
"crop_stop": 240,
"lpf_start": 60,
"lpf_stop": 118,
"res_type": "sinc_fastest"
},
"2": {
"sr": 32000,
"hl": 352,
"n_fft": 1024,
"crop_start": 22,
"crop_stop": 505,
"hpf_start": 44,
"hpf_stop": 23,
"res_type": "sinc_medium"
}
},
"sr": 32000,
"pre_filter_start": 710,
"pre_filter_stop": 731
}
infer/lib/uvr5_pack/lib_v5/modelparams/2band_44100_lofi.json 0 → 100644
View file @ 9867304a
{
"bins": 512,
"unstable_bins": 7,
"reduction_bins": 510,
"band": {
"1": {
"sr": 11025,
"hl": 160,
"n_fft": 768,
"crop_start": 0,
"crop_stop": 192,
"lpf_start": 41,
"lpf_stop": 139,
"res_type": "sinc_fastest"
},
"2": {
"sr": 44100,
"hl": 640,
"n_fft": 1024,
"crop_start": 10,
"crop_stop": 320,
"hpf_start": 47,
"hpf_stop": 15,
"res_type": "sinc_medium"
}
},
"sr": 44100,
"pre_filter_start": 510,
"pre_filter_stop": 512
}
infer/lib/uvr5_pack/lib_v5/modelparams/2band_48000.json 0 → 100644
View file @ 9867304a
{
"bins": 768,
"unstable_bins": 7,
"reduction_bins": 705,
"band": {
"1": {
"sr": 6000,
"hl": 66,
"n_fft": 512,
"crop_start": 0,
"crop_stop": 240,
"lpf_start": 60,
"lpf_stop": 240,
"res_type": "sinc_fastest"
},
"2": {
"sr": 48000,
"hl": 528,
"n_fft": 1536,
"crop_start": 22,
"crop_stop": 505,
"hpf_start": 82,
"hpf_stop": 22,
"res_type": "sinc_medium"
}
},
"sr": 48000,
"pre_filter_start": 710,
"pre_filter_stop": 731
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/3band_44100.json 0 → 100644
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{
"bins": 768,
"unstable_bins": 5,
"reduction_bins": 733,
"band": {
"1": {
"sr": 11025,
"hl": 128,
"n_fft": 768,
"crop_start": 0,
"crop_stop": 278,
"lpf_start": 28,
"lpf_stop": 140,
"res_type": "polyphase"
},
"2": {
"sr": 22050,
"hl": 256,
"n_fft": 768,
"crop_start": 14,
"crop_stop": 322,
"hpf_start": 70,
"hpf_stop": 14,
"lpf_start": 283,
"lpf_stop": 314,
"res_type": "polyphase"
},
"3": {
"sr": 44100,
"hl": 512,
"n_fft": 768,
"crop_start": 131,
"crop_stop": 313,
"hpf_start": 154,
"hpf_stop": 141,
"res_type": "sinc_medium"
}
},
"sr": 44100,
"pre_filter_start": 757,
"pre_filter_stop": 768
}
infer/lib/uvr5_pack/lib_v5/modelparams/3band_44100_mid.json 0 → 100644
View file @ 9867304a
{
"mid_side": true,
"bins": 768,
"unstable_bins": 5,
"reduction_bins": 733,
"band": {
"1": {
"sr": 11025,
"hl": 128,
"n_fft": 768,
"crop_start": 0,
"crop_stop": 278,
"lpf_start": 28,
"lpf_stop": 140,
"res_type": "polyphase"
},
"2": {
"sr": 22050,
"hl": 256,
"n_fft": 768,
"crop_start": 14,
"crop_stop": 322,
"hpf_start": 70,
"hpf_stop": 14,
"lpf_start": 283,
"lpf_stop": 314,
"res_type": "polyphase"
},
"3": {
"sr": 44100,
"hl": 512,
"n_fft": 768,
"crop_start": 131,
"crop_stop": 313,
"hpf_start": 154,
"hpf_stop": 141,
"res_type": "sinc_medium"
}
},
"sr": 44100,
"pre_filter_start": 757,
"pre_filter_stop": 768
}
infer/lib/uvr5_pack/lib_v5/modelparams/3band_44100_msb2.json 0 → 100644
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{
"mid_side_b2": true,
"bins": 640,
"unstable_bins": 7,
"reduction_bins": 565,
"band": {
"1": {
"sr": 11025,
"hl": 108,
"n_fft": 1024,
"crop_start": 0,
"crop_stop": 187,
"lpf_start": 92,
"lpf_stop": 186,
"res_type": "polyphase"
},
"2": {
"sr": 22050,
"hl": 216,
"n_fft": 768,
"crop_start": 0,
"crop_stop": 212,
"hpf_start": 68,
"hpf_stop": 34,
"lpf_start": 174,
"lpf_stop": 209,
"res_type": "polyphase"
},
"3": {
"sr": 44100,
"hl": 432,
"n_fft": 640,
"crop_start": 66,
"crop_stop": 307,
"hpf_start": 86,
"hpf_stop": 72,
"res_type": "kaiser_fast"
}
},
"sr": 44100,
"pre_filter_start": 639,
"pre_filter_stop": 640
}
infer/lib/uvr5_pack/lib_v5/modelparams/4band_44100.json 0 → 100644
View file @ 9867304a
{
"bins": 768,
"unstable_bins": 7,
"reduction_bins": 668,
"band": {
"1": {
"sr": 11025,
"hl": 128,
"n_fft": 1024,
"crop_start": 0,
"crop_stop": 186,
"lpf_start": 37,
"lpf_stop": 73,
"res_type": "polyphase"
},
"2": {
"sr": 11025,
"hl": 128,
"n_fft": 512,
"crop_start": 4,
"crop_stop": 185,
"hpf_start": 36,
"hpf_stop": 18,
"lpf_start": 93,
"lpf_stop": 185,
"res_type": "polyphase"
},
"3": {
"sr": 22050,
"hl": 256,
"n_fft": 512,
"crop_start": 46,
"crop_stop": 186,
"hpf_start": 93,
"hpf_stop": 46,
"lpf_start": 164,
"lpf_stop": 186,
"res_type": "polyphase"
},
"4": {
"sr": 44100,
"hl": 512,
"n_fft": 768,
"crop_start": 121,
"crop_stop": 382,
"hpf_start": 138,
"hpf_stop": 123,
"res_type": "sinc_medium"
}
},
"sr": 44100,
"pre_filter_start": 740,
"pre_filter_stop": 768
}
infer/lib/uvr5_pack/lib_v5/modelparams/4band_44100_mid.json 0 → 100644
View file @ 9867304a
{
"bins": 768,
"unstable_bins": 7,
"mid_side": true,
"reduction_bins": 668,
"band": {
"1": {
"sr": 11025,
"hl": 128,
"n_fft": 1024,
"crop_start": 0,
"crop_stop": 186,
"lpf_start": 37,
"lpf_stop": 73,
"res_type": "polyphase"
},
"2": {
"sr": 11025,
"hl": 128,
"n_fft": 512,
"crop_start": 4,
"crop_stop": 185,
"hpf_start": 36,
"hpf_stop": 18,
"lpf_start": 93,
"lpf_stop": 185,
"res_type": "polyphase"
},
"3": {
"sr": 22050,
"hl": 256,
"n_fft": 512,
"crop_start": 46,
"crop_stop": 186,
"hpf_start": 93,
"hpf_stop": 46,
"lpf_start": 164,
"lpf_stop": 186,
"res_type": "polyphase"
},
"4": {
"sr": 44100,
"hl": 512,
"n_fft": 768,
"crop_start": 121,
"crop_stop": 382,
"hpf_start": 138,
"hpf_stop": 123,
"res_type": "sinc_medium"
}
},
"sr": 44100,
"pre_filter_start": 740,
"pre_filter_stop": 768
}
infer/lib/uvr5_pack/lib_v5/modelparams/4band_44100_msb.json 0 → 100644
View file @ 9867304a
{
"mid_side_b": true,
"bins": 768,
"unstable_bins": 7,
"reduction_bins": 668,
"band": {
"1": {
"sr": 11025,
"hl": 128,
"n_fft": 1024,
"crop_start": 0,
"crop_stop": 186,
"lpf_start": 37,
"lpf_stop": 73,
"res_type": "polyphase"
},
"2": {
"sr": 11025,
"hl": 128,
"n_fft": 512,
"crop_start": 4,
"crop_stop": 185,
"hpf_start": 36,
"hpf_stop": 18,
"lpf_start": 93,
"lpf_stop": 185,
"res_type": "polyphase"
},
"3": {
"sr": 22050,
"hl": 256,
"n_fft": 512,
"crop_start": 46,
"crop_stop": 186,
"hpf_start": 93,
"hpf_stop": 46,
"lpf_start": 164,
"lpf_stop": 186,
"res_type": "polyphase"
},
"4": {
"sr": 44100,
"hl": 512,
"n_fft": 768,
"crop_start": 121,
"crop_stop": 382,
"hpf_start": 138,
"hpf_stop": 123,
"res_type": "sinc_medium"
}
},
"sr": 44100,
"pre_filter_start": 740,
"pre_filter_stop": 768
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/4band_44100_msb2.json 0 → 100644
View file @ 9867304a
{
"mid_side_b": true,
"bins": 768,
"unstable_bins": 7,
"reduction_bins": 668,
"band": {
"1": {
"sr": 11025,
"hl": 128,
"n_fft": 1024,
"crop_start": 0,
"crop_stop": 186,
"lpf_start": 37,
"lpf_stop": 73,
"res_type": "polyphase"
},
"2": {
"sr": 11025,
"hl": 128,
"n_fft": 512,
"crop_start": 4,
"crop_stop": 185,
"hpf_start": 36,
"hpf_stop": 18,
"lpf_start": 93,
"lpf_stop": 185,
"res_type": "polyphase"
},
"3": {
"sr": 22050,
"hl": 256,
"n_fft": 512,
"crop_start": 46,
"crop_stop": 186,
"hpf_start": 93,
"hpf_stop": 46,
"lpf_start": 164,
"lpf_stop": 186,
"res_type": "polyphase"
},
"4": {
"sr": 44100,
"hl": 512,
"n_fft": 768,
"crop_start": 121,
"crop_stop": 382,
"hpf_start": 138,
"hpf_stop": 123,
"res_type": "sinc_medium"
}
},
"sr": 44100,
"pre_filter_start": 740,
"pre_filter_stop": 768
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/4band_44100_reverse.json 0 → 100644
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{
"reverse": true,
"bins": 768,
"unstable_bins": 7,
"reduction_bins": 668,
"band": {
"1": {
"sr": 11025,
"hl": 128,
"n_fft": 1024,
"crop_start": 0,
"crop_stop": 186,
"lpf_start": 37,
"lpf_stop": 73,
"res_type": "polyphase"
},
"2": {
"sr": 11025,
"hl": 128,
"n_fft": 512,
"crop_start": 4,
"crop_stop": 185,
"hpf_start": 36,
"hpf_stop": 18,
"lpf_start": 93,
"lpf_stop": 185,
"res_type": "polyphase"
},
"3": {
"sr": 22050,
"hl": 256,
"n_fft": 512,
"crop_start": 46,
"crop_stop": 186,
"hpf_start": 93,
"hpf_stop": 46,
"lpf_start": 164,
"lpf_stop": 186,
"res_type": "polyphase"
},
"4": {
"sr": 44100,
"hl": 512,
"n_fft": 768,
"crop_start": 121,
"crop_stop": 382,
"hpf_start": 138,
"hpf_stop": 123,
"res_type": "sinc_medium"
}
},
"sr": 44100,
"pre_filter_start": 740,
"pre_filter_stop": 768
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/4band_44100_sw.json 0 → 100644
View file @ 9867304a
{
"stereo_w": true,
"bins": 768,
"unstable_bins": 7,
"reduction_bins": 668,
"band": {
"1": {
"sr": 11025,
"hl": 128,
"n_fft": 1024,
"crop_start": 0,
"crop_stop": 186,
"lpf_start": 37,
"lpf_stop": 73,
"res_type": "polyphase"
},
"2": {
"sr": 11025,
"hl": 128,
"n_fft": 512,
"crop_start": 4,
"crop_stop": 185,
"hpf_start": 36,
"hpf_stop": 18,
"lpf_start": 93,
"lpf_stop": 185,
"res_type": "polyphase"
},
"3": {
"sr": 22050,
"hl": 256,
"n_fft": 512,
"crop_start": 46,
"crop_stop": 186,
"hpf_start": 93,
"hpf_stop": 46,
"lpf_start": 164,
"lpf_stop": 186,
"res_type": "polyphase"
},
"4": {
"sr": 44100,
"hl": 512,
"n_fft": 768,
"crop_start": 121,
"crop_stop": 382,
"hpf_start": 138,
"hpf_stop": 123,
"res_type": "sinc_medium"
}
},
"sr": 44100,
"pre_filter_start": 740,
"pre_filter_stop": 768
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/4band_v2.json 0 → 100644
View file @ 9867304a
{
"bins": 672,
"unstable_bins": 8,
"reduction_bins": 637,
"band": {
"1": {
"sr": 7350,
"hl": 80,
"n_fft": 640,
"crop_start": 0,
"crop_stop": 85,
"lpf_start": 25,
"lpf_stop": 53,
"res_type": "polyphase"
},
"2": {
"sr": 7350,
"hl": 80,
"n_fft": 320,
"crop_start": 4,
"crop_stop": 87,
"hpf_start": 25,
"hpf_stop": 12,
"lpf_start": 31,
"lpf_stop": 62,
"res_type": "polyphase"
},
"3": {
"sr": 14700,
"hl": 160,
"n_fft": 512,
"crop_start": 17,
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"hpf_start": 48,
"hpf_stop": 24,
"lpf_start": 139,
"lpf_stop": 210,
"res_type": "polyphase"
},
"4": {
"sr": 44100,
"hl": 480,
"n_fft": 960,
"crop_start": 78,
"crop_stop": 383,
"hpf_start": 130,
"hpf_stop": 86,
"res_type": "kaiser_fast"
}
},
"sr": 44100,
"pre_filter_start": 668,
"pre_filter_stop": 672
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/4band_v2_sn.json 0 → 100644
View file @ 9867304a
{
"bins": 672,
"unstable_bins": 8,
"reduction_bins": 637,
"band": {
"1": {
"sr": 7350,
"hl": 80,
"n_fft": 640,
"crop_start": 0,
"crop_stop": 85,
"lpf_start": 25,
"lpf_stop": 53,
"res_type": "polyphase"
},
"2": {
"sr": 7350,
"hl": 80,
"n_fft": 320,
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},
"3": {
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"hl": 160,
"n_fft": 512,
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"hpf_start": 48,
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"lpf_start": 139,
"lpf_stop": 210,
"res_type": "polyphase"
},
"4": {
"sr": 44100,
"hl": 480,
"n_fft": 960,
"crop_start": 78,
"crop_stop": 383,
"hpf_start": 130,
"hpf_stop": 86,
"convert_channels": "stereo_n",
"res_type": "kaiser_fast"
}
},
"sr": 44100,
"pre_filter_start": 668,
"pre_filter_stop": 672
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/4band_v3.json 0 → 100644
View file @ 9867304a
{
"bins": 672,
"unstable_bins": 8,
"reduction_bins": 530,
"band": {
"1": {
"sr": 7350,
"hl": 80,
"n_fft": 640,
"crop_start": 0,
"crop_stop": 85,
"lpf_start": 25,
"lpf_stop": 53,
"res_type": "polyphase"
},
"2": {
"sr": 7350,
"hl": 80,
"n_fft": 320,
"crop_start": 4,
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"hpf_start": 25,
"hpf_stop": 12,
"lpf_start": 31,
"lpf_stop": 62,
"res_type": "polyphase"
},
"3": {
"sr": 14700,
"hl": 160,
"n_fft": 512,
"crop_start": 17,
"crop_stop": 216,
"hpf_start": 48,
"hpf_stop": 24,
"lpf_start": 139,
"lpf_stop": 210,
"res_type": "polyphase"
},
"4": {
"sr": 44100,
"hl": 480,
"n_fft": 960,
"crop_start": 78,
"crop_stop": 383,
"hpf_start": 130,
"hpf_stop": 86,
"res_type": "kaiser_fast"
}
},
"sr": 44100,
"pre_filter_start": 668,
"pre_filter_stop": 672
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/modelparams/ensemble.json 0 → 100644
View file @ 9867304a
{
"mid_side_b2": true,
"bins": 1280,
"unstable_bins": 7,
"reduction_bins": 565,
"band": {
"1": {
"sr": 11025,
"hl": 108,
"n_fft": 2048,
"crop_start": 0,
"crop_stop": 374,
"lpf_start": 92,
"lpf_stop": 186,
"res_type": "polyphase"
},
"2": {
"sr": 22050,
"hl": 216,
"n_fft": 1536,
"crop_start": 0,
"crop_stop": 424,
"hpf_start": 68,
"hpf_stop": 34,
"lpf_start": 348,
"lpf_stop": 418,
"res_type": "polyphase"
},
"3": {
"sr": 44100,
"hl": 432,
"n_fft": 1280,
"crop_start": 132,
"crop_stop": 614,
"hpf_start": 172,
"hpf_stop": 144,
"res_type": "polyphase"
}
},
"sr": 44100,
"pre_filter_start": 1280,
"pre_filter_stop": 1280
}
\ No newline at end of file
infer/lib/uvr5_pack/lib_v5/nets.py 0 → 100644
View file @ 9867304a
import layers
import torch
import torch.nn.functional as F
from torch import nn
from . import spec_utils
class BaseASPPNet(nn.Module):
def __init__(self, nin, ch, dilations=(4, 8, 16)):
super(BaseASPPNet, self).__init__()
self.enc1 = layers.Encoder(nin, ch, 3, 2, 1)
self.enc2 = layers.Encoder(ch, ch * 2, 3, 2, 1)
self.enc3 = layers.Encoder(ch * 2, ch * 4, 3, 2, 1)
self.enc4 = layers.Encoder(ch * 4, ch * 8, 3, 2, 1)
self.aspp = layers.ASPPModule(ch * 8, ch * 16, dilations)
self.dec4 = layers.Decoder(ch * (8 + 16), ch * 8, 3, 1, 1)
self.dec3 = layers.Decoder(ch * (4 + 8), ch * 4, 3, 1, 1)
self.dec2 = layers.Decoder(ch * (2 + 4), ch * 2, 3, 1, 1)
self.dec1 = layers.Decoder(ch * (1 + 2), ch, 3, 1, 1)
def __call__(self, x):
h, e1 = self.enc1(x)
h, e2 = self.enc2(h)
h, e3 = self.enc3(h)
h, e4 = self.enc4(h)
h = self.aspp(h)
h = self.dec4(h, e4)
h = self.dec3(h, e3)
h = self.dec2(h, e2)
h = self.dec1(h, e1)
return h
class CascadedASPPNet(nn.Module):
def __init__(self, n_fft):
super(CascadedASPPNet, self).__init__()
self.stg1_low_band_net = BaseASPPNet(2, 16)
self.stg1_high_band_net = BaseASPPNet(2, 16)
self.stg2_bridge = layers.Conv2DBNActiv(18, 8, 1, 1, 0)
self.stg2_full_band_net = BaseASPPNet(8, 16)
self.stg3_bridge = layers.Conv2DBNActiv(34, 16, 1, 1, 0)
self.stg3_full_band_net = BaseASPPNet(16, 32)
self.out = nn.Conv2d(32, 2, 1, bias=False)
self.aux1_out = nn.Conv2d(16, 2, 1, bias=False)
self.aux2_out = nn.Conv2d(16, 2, 1, bias=False)
self.max_bin = n_fft // 2
self.output_bin = n_fft // 2 + 1
self.offset = 128
def forward(self, x, aggressiveness=None):
mix = x.detach()
x = x.clone()
x = x[:, :, : self.max_bin]
bandw = x.size()[2] // 2
aux1 = torch.cat(
[
self.stg1_low_band_net(x[:, :, :bandw]),
self.stg1_high_band_net(x[:, :, bandw:]),
],
dim=2,
)
h = torch.cat([x, aux1], dim=1)
aux2 = self.stg2_full_band_net(self.stg2_bridge(h))
h = torch.cat([x, aux1, aux2], dim=1)
h = self.stg3_full_band_net(self.stg3_bridge(h))
mask = torch.sigmoid(self.out(h))
mask = F.pad(
input=mask,
pad=(0, 0, 0, self.output_bin - mask.size()[2]),
mode="replicate",
)
if self.training:
aux1 = torch.sigmoid(self.aux1_out(aux1))
aux1 = F.pad(
input=aux1,
pad=(0, 0, 0, self.output_bin - aux1.size()[2]),
mode="replicate",
)
aux2 = torch.sigmoid(self.aux2_out(aux2))
aux2 = F.pad(
input=aux2,
pad=(0, 0, 0, self.output_bin - aux2.size()[2]),
mode="replicate",
)
return mask * mix, aux1 * mix, aux2 * mix
else:
if aggressiveness:
mask[:, :, : aggressiveness["split_bin"]] = torch.pow(
mask[:, :, : aggressiveness["split_bin"]],
1 + aggressiveness["value"] / 3,
)
mask[:, :, aggressiveness["split_bin"] :] = torch.pow(
mask[:, :, aggressiveness["split_bin"] :],
1 + aggressiveness["value"],
)
return mask * mix
def predict(self, x_mag, aggressiveness=None):
h = self.forward(x_mag, aggressiveness)
if self.offset > 0:
h = h[:, :, :, self.offset : -self.offset]
assert h.size()[3] > 0
return h
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