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z9r?Ea+l(=XlR;RNR0t?(z%ETKz|PbrV^?V=yS^KW2d3S+2iReZIhiKD{{VWE3MTT` Ra&`a!002ovPDHLkV1ng&&pH4A literal 0 HcmV?d00001 diff --git a/lib_v2/dataset.py b/lib_v2/dataset.py new file mode 100644 index 0000000..a4a8836 --- /dev/null +++ b/lib_v2/dataset.py @@ -0,0 +1,119 @@ +import os + +import numpy as np +import torch +from tqdm import tqdm + +from lib_v2 import spec_utils + + +class VocalRemoverValidationSet(torch.utils.data.Dataset): + + def __init__(self, filelist): + self.filelist = filelist + + def __len__(self): + return len(self.filelist) + + def __getitem__(self, idx): + path = self.filelist[idx] + data = np.load(path) + + return data['X'], data['y'] + + +def mixup_generator(X, y, rate, alpha): + perm = np.random.permutation(len(X))[:int(len(X) * rate)] + for i in range(len(perm) - 1): + lam = np.random.beta(alpha, alpha) + X[perm[i]] = lam * X[perm[i]] + (1 - lam) * X[perm[i + 1]] + y[perm[i]] = lam * y[perm[i]] + (1 - lam) * y[perm[i + 1]] + + return X, y + + +def get_oracle_data(X, y, instance_loss, oracle_rate, oracle_drop_rate): + k = int(len(X) * oracle_rate * (1 / (1 - oracle_drop_rate))) + n = int(len(X) * oracle_rate) + idx = np.argsort(instance_loss)[::-1][:k] + idx = np.random.choice(idx, n, replace=False) + oracle_X = X[idx].copy() + oracle_y = y[idx].copy() + + return oracle_X, oracle_y, idx + + +def make_padding(width, cropsize, offset): + left = offset + roi_size = cropsize - left * 2 + if roi_size == 0: + roi_size = cropsize + right = roi_size - (width % roi_size) + left + + return left, right, roi_size + + +def make_training_set(filelist, cropsize, patches, sr, hop_length, offset): + len_dataset = patches * len(filelist) + X_dataset = np.zeros( + (len_dataset, 2, hop_length, cropsize), dtype=np.float32) + y_dataset = np.zeros( + (len_dataset, 2, hop_length, cropsize), dtype=np.float32) + for i, (X_path, y_path) in enumerate(tqdm(filelist)): + p = np.random.uniform() + if p < 0.1: + X_path.replace(os.path.splitext(X_path)[1], '_pitch-1.wav') + y_path.replace(os.path.splitext(y_path)[1], '_pitch-1.wav') + elif p < 0.2: + X_path.replace(os.path.splitext(X_path)[1], '_pitch1.wav') + y_path.replace(os.path.splitext(y_path)[1], '_pitch1.wav') + + X, y = spec_utils.cache_or_load(X_path, y_path, sr, hop_length) + coeff = np.max([X.max(), y.max()]) + X, y = X / coeff, y / coeff + + l, r, roi_size = make_padding(X.shape[2], cropsize, offset) + X_pad = np.pad(X, ((0, 0), (0, 0), (l, r)), mode='constant') + y_pad = np.pad(y, ((0, 0), (0, 0), (l, r)), mode='constant') + + starts = np.random.randint(0, X_pad.shape[2] - cropsize, patches) + ends = starts + cropsize + for j in range(patches): + idx = i * patches + j + X_dataset[idx] = X_pad[:, :, starts[j]:ends[j]] + y_dataset[idx] = y_pad[:, :, starts[j]:ends[j]] + if np.random.uniform() < 0.5: + # swap channel + X_dataset[idx] = X_dataset[idx, ::-1] + y_dataset[idx] = y_dataset[idx, ::-1] + + return X_dataset, y_dataset + + +def make_validation_set(filelist, cropsize, sr, hop_length, offset): + patch_list = [] + outdir = 'cs{}_sr{}_hl{}_of{}'.format(cropsize, sr, hop_length, offset) + os.makedirs(outdir, exist_ok=True) + for i, (X_path, y_path) in enumerate(tqdm(filelist)): + basename = os.path.splitext(os.path.basename(X_path))[0] + + X, y = spec_utils.cache_or_load(X_path, y_path, sr, hop_length) + coeff = np.max([X.max(), y.max()]) + X, y = X / coeff, y / coeff + + l, r, roi_size = make_padding(X.shape[2], cropsize, offset) + X_pad = np.pad(X, ((0, 0), (0, 0), (l, r)), mode='constant') + y_pad = np.pad(y, ((0, 0), (0, 0), (l, r)), mode='constant') + + len_dataset = int(np.ceil(X.shape[2] / roi_size)) + for j in range(len_dataset): + outpath = os.path.join(outdir, '{}_p{}.npz'.format(basename, j)) + start = j * roi_size + if not os.path.exists(outpath): + np.savez( + outpath, + X=X_pad[:, :, start:start + cropsize], + y=y_pad[:, :, start:start + cropsize]) + patch_list.append(outpath) + + return VocalRemoverValidationSet(patch_list) diff --git a/lib_v2/layers.py b/lib_v2/layers.py new file mode 100644 index 0000000..dee340b --- /dev/null +++ b/lib_v2/layers.py @@ -0,0 +1,117 @@ +import torch +from torch import nn +import torch.nn.functional as F + +from lib_v2 import spec_utils + + +class Conv2DBNActiv(nn.Module): + + def __init__(self, nin, nout, ksize=3, stride=1, pad=1, dilation=1, activ=nn.ReLU): + super(Conv2DBNActiv, self).__init__() + self.conv = nn.Sequential( + nn.Conv2d( + nin, nout, + kernel_size=ksize, + stride=stride, + padding=pad, + dilation=dilation, + bias=False), + nn.BatchNorm2d(nout), + activ() + ) + + def __call__(self, x): + return self.conv(x) + + +class SeperableConv2DBNActiv(nn.Module): + + def __init__(self, nin, nout, ksize=3, stride=1, pad=1, dilation=1, activ=nn.ReLU): + super(SeperableConv2DBNActiv, self).__init__() + self.conv = nn.Sequential( + nn.Conv2d( + nin, nin, + kernel_size=ksize, + stride=stride, + padding=pad, + dilation=dilation, + groups=nin, + bias=False), + nn.Conv2d( + nin, nout, + kernel_size=1, + bias=False), + nn.BatchNorm2d(nout), + activ() + ) + + def __call__(self, x): + return self.conv(x) + + +class Encoder(nn.Module): + + def __init__(self, nin, nout, ksize=3, stride=1, pad=1, activ=nn.LeakyReLU): + super(Encoder, self).__init__() + self.conv1 = Conv2DBNActiv( + nin, nout, ksize, 1, pad, activ=activ) + self.conv2 = Conv2DBNActiv( + nout, nout, ksize, stride, pad, activ=activ) + + def __call__(self, x): + skip = self.conv1(x) + h = self.conv2(skip) + + return h, skip + + +class Decoder(nn.Module): + + def __init__(self, nin, nout, ksize=3, stride=1, pad=1, dropout=False): + super(Decoder, self).__init__() + self.conv = Conv2DBNActiv(nin, nout, ksize, 1, pad) + self.dropout = nn.Dropout2d(0.1) if dropout else None + + def __call__(self, x, skip=None): + x = F.interpolate(x, scale_factor=2, mode='bilinear', align_corners=True) + if skip is not None: + x = spec_utils.crop_center(x, skip) + h = self.conv(x) + + if self.dropout is not None: + h = self.dropout(h) + + return h + + +class ASPPModule(nn.Module): + + def __init__(self, nin, nout, dilations=(4, 8, 16)): + super(ASPPModule, self).__init__() + self.conv1 = nn.Sequential( + nn.AdaptiveAvgPool2d((1, None)), + Conv2DBNActiv(nin, nin, 1, 1, 0) + ) + self.conv2 = Conv2DBNActiv(nin, nin, 1, 1, 0) + self.conv3 = SeperableConv2DBNActiv( + nin, nin, 3, 1, dilations[0], dilations[0]) + self.conv4 = SeperableConv2DBNActiv( + nin, nin, 3, 1, dilations[1], dilations[1]) + self.conv5 = SeperableConv2DBNActiv( + nin, nin, 3, 1, dilations[2], dilations[2]) + self.bottleneck = nn.Sequential( + Conv2DBNActiv(nin * 5, nout, 1, 1, 0), + nn.Dropout2d(0.1) + ) + + def forward(self, x): + _, _, h, w = x.size() + feat1 = F.interpolate(self.conv1(x), size=(h, w), mode='bilinear', align_corners=True) + feat2 = self.conv2(x) + feat3 = self.conv3(x) + feat4 = self.conv4(x) + feat5 = self.conv5(x) + out = torch.cat((feat1, feat2, feat3, feat4, feat5), dim=1) + bottle = self.bottleneck(out) + return bottle diff --git a/lib_v2/nets.py b/lib_v2/nets.py new file mode 100644 index 0000000..0a3ff66 --- /dev/null +++ b/lib_v2/nets.py @@ -0,0 +1,86 @@ +import torch +from torch import nn + +from lib_v2 import layers + + +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): + super(CascadedASPPNet, self).__init__() + self.low_band_net = BaseASPPNet(2, 32, ((2, 4), (4, 8), (8, 16))) + self.high_band_net = BaseASPPNet(2, 32, ((2, 4), (4, 8), (8, 16))) + + self.bridge = layers.Conv2DBNActiv(34, 16, 1, 1, 0) + self.full_band_net = BaseASPPNet(16, 32) + + self.out = nn.Sequential( + layers.Conv2DBNActiv(32, 16, 3, 1, 1), + nn.Conv2d(16, 2, 1, bias=False)) + self.aux_out = nn.Conv2d(32, 2, 1, bias=False) + + self.offset = 128 + + def __call__(self, x): + bandw = x.size()[2] // 2 + aux = torch.cat([ + self.low_band_net(x[:, :, :bandw]), + self.high_band_net(x[:, :, bandw:]) + ], dim=2) + + h = torch.cat([x, aux], dim=1) + h = self.full_band_net(self.bridge(h)) + + h = torch.sigmoid(self.out(h)) + aux = torch.sigmoid(self.aux_out(aux)) + + return h, aux + + def predict(self, x): + bandw = x.size()[2] // 2 + aux = torch.cat([ + self.low_band_net(x[:, :, :bandw]), + self.high_band_net(x[:, :, bandw:]) + ], dim=2) + + h = torch.cat([x, aux], dim=1) + h = self.full_band_net(self.bridge(h)) + + h = torch.sigmoid(self.out(h)) + if self.offset > 0: + h = h[:, :, :, self.offset:-self.offset] + assert h.size()[3] > 0 + + return h diff --git a/lib_v2/spec_utils.py b/lib_v2/spec_utils.py new file mode 100644 index 0000000..be61986 --- /dev/null +++ b/lib_v2/spec_utils.py @@ -0,0 +1,136 @@ +import os + +import librosa +import numpy as np +import soundfile as sf +import torch + + +def crop_center(h1, h2, concat=True): + # s_freq = (h2.shape[2] - h1.shape[2]) // 2 + # e_freq = s_freq + h1.shape[2] + h1_shape = h1.size() + h2_shape = h2.size() + if h2_shape[3] < h1_shape[3]: + raise ValueError('h2_shape[3] must be greater than h1_shape[3]') + s_time = (h2_shape[3] - h1_shape[3]) // 2 + e_time = s_time + h1_shape[3] + h2 = h2[:, :, :, s_time:e_time] + if concat: + return torch.cat([h1, h2], dim=1) + else: + return h2 + + +def calc_spec(X, hop_length): + n_fft = (hop_length - 1) * 2 + audio_left = np.asfortranarray(X[0]) + audio_right = np.asfortranarray(X[1]) + spec_left = librosa.stft(audio_left, n_fft, hop_length=hop_length) + spec_right = librosa.stft(audio_right, n_fft, hop_length=hop_length) + spec = np.asfortranarray([spec_left, spec_right]) + + return spec + + +def mask_uninformative(mask, ref, thres=0.3, min_range=64, fade_area=32): + if min_range < fade_area * 2: + raise ValueError('min_range must be >= fade_area * 2') + idx = np.where(ref.mean(axis=(0, 1)) < thres)[0] + starts = np.insert(idx[np.where(np.diff(idx) != 1)[0] + 1], 0, idx[0]) + ends = np.append(idx[np.where(np.diff(idx) != 1)[0]], idx[-1]) + uninformative = np.where(ends - starts > min_range)[0] + if len(uninformative) > 0: + starts = starts[uninformative] + ends = ends[uninformative] + old_e = None + for s, e in zip(starts, ends): + if old_e is not None and s - old_e < fade_area: + s = old_e - fade_area * 2 + elif s != 0: + start_mask = mask[:, :, s:s + fade_area] + np.clip( + start_mask + np.linspace(0, 1, fade_area), 0, 1, + out=start_mask) + if e != mask.shape[2]: + end_mask = mask[:, :, e - fade_area:e] + np.clip( + end_mask + np.linspace(1, 0, fade_area), 0, 1, + out=end_mask) + mask[:, :, s + fade_area:e - fade_area] = 1 + old_e = e + + return mask + + +def align_wave_head_and_tail(a, b, sr): + a_mono = a[:, :sr * 4].sum(axis=0) + b_mono = b[:, :sr * 4].sum(axis=0) + a_mono -= a_mono.mean() + b_mono -= b_mono.mean() + offset = len(a_mono) - 1 + delay = np.argmax(np.correlate(a_mono, b_mono, 'full')) - offset + + if delay > 0: + a = a[:, delay:] + else: + b = b[:, np.abs(delay):] + if a.shape[1] < b.shape[1]: + b = b[:, :a.shape[1]] + else: + a = a[:, :b.shape[1]] + + return a, b + + +def cache_or_load(mix_path, inst_path, sr, hop_length): + _, mix_ext = os.path.splitext(mix_path) + _, inst_ext = os.path.splitext(inst_path) + spec_mix_path = mix_path.replace(mix_ext, '.npy') + spec_inst_path = inst_path.replace(inst_ext, '.npy') + + if os.path.exists(spec_mix_path) and os.path.exists(spec_inst_path): + X = np.load(spec_mix_path) + y = np.load(spec_inst_path) + else: + X, _ = librosa.load( + mix_path, sr, False, dtype=np.float32, res_type='kaiser_fast') + y, _ = librosa.load( + inst_path, sr, False, dtype=np.float32, res_type='kaiser_fast') + X, _ = librosa.effects.trim(X) + y, _ = librosa.effects.trim(y) + X, y = align_wave_head_and_tail(X, y, sr) + + X = np.abs(calc_spec(X, hop_length)) + y = np.abs(calc_spec(y, hop_length)) + + _, ext = os.path.splitext(mix_path) + np.save(spec_mix_path, X) + np.save(spec_inst_path, y) + + return X, y + + +def spec_to_wav(mag, phase, hop_length): + spec = mag * phase + spec_left = np.asfortranarray(spec[0]) + spec_right = np.asfortranarray(spec[1]) + wav_left = librosa.istft(spec_left, hop_length=hop_length) + wav_right = librosa.istft(spec_right, hop_length=hop_length) + wav = np.asfortranarray([wav_left, wav_right]) + + return wav + + +if __name__ == "__main__": + import sys + X, _ = librosa.load( + sys.argv[1], 44100, False, dtype=np.float32, res_type='kaiser_fast') + y, _ = librosa.load( + sys.argv[2], 44100, False, dtype=np.float32, res_type='kaiser_fast') + X, _ = librosa.effects.trim(X) + y, _ = librosa.effects.trim(y) + X, y = align_wave_head_and_tail(X, y, 44100) + sf.write('test_i.wav', y.T, 44100) + sf.write('test_m.wav', X.T, 44100) + sf.write('test_v.wav', (X - y).T, 44100) diff --git a/lib_v4/dataset.py b/lib_v4/dataset.py new file mode 100644 index 0000000..6e515b2 --- /dev/null +++ b/lib_v4/dataset.py @@ -0,0 +1,170 @@ +import os +import random + +import numpy as np +import torch +import torch.utils.data +from tqdm import tqdm + +from lib_v4 import spec_utils + + +class VocalRemoverValidationSet(torch.utils.data.Dataset): + + def __init__(self, patch_list): + self.patch_list = patch_list + + def __len__(self): + return len(self.patch_list) + + def __getitem__(self, idx): + path = self.patch_list[idx] + data = np.load(path) + + X, y = data['X'], data['y'] + + X_mag = np.abs(X) + y_mag = np.abs(y) + + return X_mag, y_mag + + +def make_pair(mix_dir, inst_dir): + input_exts = ['.wav', '.m4a', '.mp3', '.mp4', '.flac'] + + X_list = sorted([ + os.path.join(mix_dir, fname) + for fname in os.listdir(mix_dir) + if os.path.splitext(fname)[1] in input_exts]) + y_list = sorted([ + os.path.join(inst_dir, fname) + for fname in os.listdir(inst_dir) + if os.path.splitext(fname)[1] in input_exts]) + + filelist = list(zip(X_list, y_list)) + + return filelist + + +def train_val_split(dataset_dir, split_mode, val_rate, val_filelist): + if split_mode == 'random': + filelist = make_pair( + os.path.join(dataset_dir, 'mixtures'), + os.path.join(dataset_dir, 'instruments')) + + random.shuffle(filelist) + + if len(val_filelist) == 0: + val_size = int(len(filelist) * val_rate) + train_filelist = filelist[:-val_size] + val_filelist = filelist[-val_size:] + else: + train_filelist = [ + pair for pair in filelist + if list(pair) not in val_filelist] + elif split_mode == 'subdirs': + if len(val_filelist) != 0: + raise ValueError('The `val_filelist` option is not available in `subdirs` mode') + + train_filelist = make_pair( + os.path.join(dataset_dir, 'training/mixtures'), + os.path.join(dataset_dir, 'training/instruments')) + + val_filelist = make_pair( + os.path.join(dataset_dir, 'validation/mixtures'), + os.path.join(dataset_dir, 'validation/instruments')) + + return train_filelist, val_filelist + + +def augment(X, y, reduction_rate, reduction_mask, mixup_rate, mixup_alpha): + perm = np.random.permutation(len(X)) + for i, idx in enumerate(tqdm(perm)): + if np.random.uniform() < reduction_rate: + y[idx] = spec_utils.reduce_vocal_aggressively(X[idx], y[idx], reduction_mask) + + if np.random.uniform() < 0.5: + # swap channel + X[idx] = X[idx, ::-1] + y[idx] = y[idx, ::-1] + if np.random.uniform() < 0.02: + # mono + X[idx] = X[idx].mean(axis=0, keepdims=True) + y[idx] = y[idx].mean(axis=0, keepdims=True) + if np.random.uniform() < 0.02: + # inst + X[idx] = y[idx] + + if np.random.uniform() < mixup_rate and i < len(perm) - 1: + lam = np.random.beta(mixup_alpha, mixup_alpha) + X[idx] = lam * X[idx] + (1 - lam) * X[perm[i + 1]] + y[idx] = lam * y[idx] + (1 - lam) * y[perm[i + 1]] + + return X, y + + +def make_padding(width, cropsize, offset): + left = offset + roi_size = cropsize - left * 2 + if roi_size == 0: + roi_size = cropsize + right = roi_size - (width % roi_size) + left + + return left, right, roi_size + + +def make_training_set(filelist, cropsize, patches, sr, hop_length, n_fft, offset): + len_dataset = patches * len(filelist) + + X_dataset = np.zeros( + (len_dataset, 2, n_fft // 2 + 1, cropsize), dtype=np.complex64) + y_dataset = np.zeros( + (len_dataset, 2, n_fft // 2 + 1, cropsize), dtype=np.complex64) + + for i, (X_path, y_path) in enumerate(tqdm(filelist)): + X, y = spec_utils.cache_or_load(X_path, y_path, sr, hop_length, n_fft) + coef = np.max([np.abs(X).max(), np.abs(y).max()]) + X, y = X / coef, y / coef + + l, r, roi_size = make_padding(X.shape[2], cropsize, offset) + X_pad = np.pad(X, ((0, 0), (0, 0), (l, r)), mode='constant') + y_pad = np.pad(y, ((0, 0), (0, 0), (l, r)), mode='constant') + + starts = np.random.randint(0, X_pad.shape[2] - cropsize, patches) + ends = starts + cropsize + for j in range(patches): + idx = i * patches + j + X_dataset[idx] = X_pad[:, :, starts[j]:ends[j]] + y_dataset[idx] = y_pad[:, :, starts[j]:ends[j]] + + return X_dataset, y_dataset + + +def make_validation_set(filelist, cropsize, sr, hop_length, n_fft, offset): + patch_list = [] + patch_dir = 'cs{}_sr{}_hl{}_nf{}_of{}'.format(cropsize, sr, hop_length, n_fft, offset) + os.makedirs(patch_dir, exist_ok=True) + + for i, (X_path, y_path) in enumerate(tqdm(filelist)): + basename = os.path.splitext(os.path.basename(X_path))[0] + + X, y = spec_utils.cache_or_load(X_path, y_path, sr, hop_length, n_fft) + coef = np.max([np.abs(X).max(), np.abs(y).max()]) + X, y = X / coef, y / coef + + l, r, roi_size = make_padding(X.shape[2], cropsize, offset) + X_pad = np.pad(X, ((0, 0), (0, 0), (l, r)), mode='constant') + y_pad = np.pad(y, ((0, 0), (0, 0), (l, r)), mode='constant') + + len_dataset = int(np.ceil(X.shape[2] / roi_size)) + for j in range(len_dataset): + outpath = os.path.join(patch_dir, '{}_p{}.npz'.format(basename, j)) + start = j * roi_size + if not os.path.exists(outpath): + np.savez( + outpath, + X=X_pad[:, :, start:start + cropsize], + y=y_pad[:, :, start:start + cropsize]) + patch_list.append(outpath) + + return VocalRemoverValidationSet(patch_list) diff --git a/lib_v4/layers.py b/lib_v4/layers.py new file mode 100644 index 0000000..48bc975 --- /dev/null +++ b/lib_v4/layers.py @@ -0,0 +1,116 @@ +import torch +from torch import nn +import torch.nn.functional as F + +from lib_v4 import spec_utils + + +class Conv2DBNActiv(nn.Module): + + def __init__(self, nin, nout, ksize=3, stride=1, pad=1, dilation=1, activ=nn.ReLU): + super(Conv2DBNActiv, self).__init__() + self.conv = nn.Sequential( + nn.Conv2d( + nin, nout, + kernel_size=ksize, + stride=stride, + padding=pad, + dilation=dilation, + bias=False), + nn.BatchNorm2d(nout), + activ() + ) + + def __call__(self, x): + return self.conv(x) + + +class SeperableConv2DBNActiv(nn.Module): + + def __init__(self, nin, nout, ksize=3, stride=1, pad=1, dilation=1, activ=nn.ReLU): + super(SeperableConv2DBNActiv, self).__init__() + self.conv = nn.Sequential( + nn.Conv2d( + nin, nin, + kernel_size=ksize, + stride=stride, + padding=pad, + dilation=dilation, + groups=nin, + bias=False), + nn.Conv2d( + nin, nout, + kernel_size=1, + bias=False), + nn.BatchNorm2d(nout), + activ() + ) + + def __call__(self, x): + return self.conv(x) + + +class Encoder(nn.Module): + + def __init__(self, nin, nout, ksize=3, stride=1, pad=1, activ=nn.LeakyReLU): + super(Encoder, self).__init__() + self.conv1 = Conv2DBNActiv(nin, nout, ksize, 1, pad, activ=activ) + self.conv2 = Conv2DBNActiv(nout, nout, ksize, stride, pad, activ=activ) + + def __call__(self, x): + skip = self.conv1(x) + h = self.conv2(skip) + + return h, skip + + +class Decoder(nn.Module): + + def __init__(self, nin, nout, ksize=3, stride=1, pad=1, activ=nn.ReLU, dropout=False): + super(Decoder, self).__init__() + self.conv = Conv2DBNActiv(nin, nout, ksize, 1, pad, activ=activ) + self.dropout = nn.Dropout2d(0.1) if dropout else None + + def __call__(self, x, skip=None): + x = F.interpolate(x, scale_factor=2, mode='bilinear', align_corners=True) + if skip is not None: + skip = spec_utils.crop_center(skip, x) + x = torch.cat([x, skip], dim=1) + h = self.conv(x) + + if self.dropout is not None: + h = self.dropout(h) + + return h + + +class ASPPModule(nn.Module): + + def __init__(self, nin, nout, dilations=(4, 8, 16), activ=nn.ReLU): + super(ASPPModule, self).__init__() + self.conv1 = nn.Sequential( + nn.AdaptiveAvgPool2d((1, None)), + Conv2DBNActiv(nin, nin, 1, 1, 0, activ=activ) + ) + self.conv2 = Conv2DBNActiv(nin, nin, 1, 1, 0, activ=activ) + self.conv3 = SeperableConv2DBNActiv( + nin, nin, 3, 1, dilations[0], dilations[0], activ=activ) + self.conv4 = SeperableConv2DBNActiv( + nin, nin, 3, 1, dilations[1], dilations[1], activ=activ) + self.conv5 = SeperableConv2DBNActiv( + nin, nin, 3, 1, dilations[2], dilations[2], activ=activ) + self.bottleneck = nn.Sequential( + Conv2DBNActiv(nin * 5, nout, 1, 1, 0, activ=activ), + nn.Dropout2d(0.1) + ) + + def forward(self, x): + _, _, h, w = x.size() + feat1 = F.interpolate(self.conv1(x), size=(h, w), mode='bilinear', align_corners=True) + feat2 = self.conv2(x) + feat3 = self.conv3(x) + feat4 = self.conv4(x) + feat5 = self.conv5(x) + out = torch.cat((feat1, feat2, feat3, feat4, feat5), dim=1) + bottle = self.bottleneck(out) + return bottle diff --git a/lib_v4/nets.py b/lib_v4/nets.py new file mode 100644 index 0000000..266e63a --- /dev/null +++ b/lib_v4/nets.py @@ -0,0 +1,108 @@ +import torch +from torch import nn +import torch.nn.functional as F + +from lib_v4 import layers + + +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): + 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: + return mask * mix + + def predict(self, x_mag): + h = self.forward(x_mag) + + if self.offset > 0: + h = h[:, :, :, self.offset:-self.offset] + assert h.size()[3] > 0 + + return h diff --git a/lib_v4/spec_utils.py b/lib_v4/spec_utils.py new file mode 100644 index 0000000..8cf19f8 --- /dev/null +++ b/lib_v4/spec_utils.py @@ -0,0 +1,216 @@ +import os + +import librosa +import numpy as np +import soundfile as sf + + +def crop_center(h1, h2): + h1_shape = h1.size() + h2_shape = h2.size() + + if h1_shape[3] == h2_shape[3]: + return h1 + elif h1_shape[3] < h2_shape[3]: + raise ValueError('h1_shape[3] must be greater than h2_shape[3]') + + # s_freq = (h2_shape[2] - h1_shape[2]) // 2 + # e_freq = s_freq + h1_shape[2] + s_time = (h1_shape[3] - h2_shape[3]) // 2 + e_time = s_time + h2_shape[3] + h1 = h1[:, :, :, s_time:e_time] + + return h1 + + +def wave_to_spectrogram(wave, hop_length, n_fft): + wave_left = np.asfortranarray(wave[0]) + wave_right = np.asfortranarray(wave[1]) + + spec_left = librosa.stft(wave_left, n_fft, hop_length=hop_length) + spec_right = librosa.stft(wave_right, n_fft, hop_length=hop_length) + spec = np.asfortranarray([spec_left, spec_right]) + + return spec + + +def spectrogram_to_image(spec, mode='magnitude'): + if mode == 'magnitude': + if np.iscomplexobj(spec): + y = np.abs(spec) + else: + y = spec + y = np.log10(y ** 2 + 1e-8) + elif mode == 'phase': + if np.iscomplexobj(spec): + y = np.angle(spec) + else: + y = spec + + y -= y.min() + y *= 255 / y.max() + img = np.uint8(y) + + if y.ndim == 3: + img = img.transpose(1, 2, 0) + img = np.concatenate([ + np.max(img, axis=2, keepdims=True), img + ], axis=2) + + return img + + +def reduce_vocal_aggressively(X, y, softmask): + v = X - y + y_mag_tmp = np.abs(y) + v_mag_tmp = np.abs(v) + + v_mask = v_mag_tmp > y_mag_tmp + y_mag = np.clip(y_mag_tmp - v_mag_tmp * v_mask * softmask, 0, np.inf) + + return y_mag * np.exp(1.j * np.angle(y)) + + +def mask_silence(mag, ref, thres=0.2, min_range=64, fade_size=32): + if min_range < fade_size * 2: + raise ValueError('min_range must be >= fade_area * 2') + + mag = mag.copy() + + idx = np.where(ref.mean(axis=(0, 1)) < thres)[0] + starts = np.insert(idx[np.where(np.diff(idx) != 1)[0] + 1], 0, idx[0]) + ends = np.append(idx[np.where(np.diff(idx) != 1)[0]], idx[-1]) + uninformative = np.where(ends - starts > min_range)[0] + if len(uninformative) > 0: + starts = starts[uninformative] + ends = ends[uninformative] + old_e = None + for s, e in zip(starts, ends): + if old_e is not None and s - old_e < fade_size: + s = old_e - fade_size * 2 + + if s != 0: + weight = np.linspace(0, 1, fade_size) + mag[:, :, s:s + fade_size] += weight * ref[:, :, s:s + fade_size] + else: + s -= fade_size + + if e != mag.shape[2]: + weight = np.linspace(1, 0, fade_size) + mag[:, :, e - fade_size:e] += weight * ref[:, :, e - fade_size:e] + else: + e += fade_size + + mag[:, :, s + fade_size:e - fade_size] += ref[:, :, s + fade_size:e - fade_size] + old_e = e + + return mag + + +def align_wave_head_and_tail(a, b, sr): + a, _ = librosa.effects.trim(a) + b, _ = librosa.effects.trim(b) + + a_mono = a[:, :sr * 4].sum(axis=0) + b_mono = b[:, :sr * 4].sum(axis=0) + + a_mono -= a_mono.mean() + b_mono -= b_mono.mean() + + offset = len(a_mono) - 1 + delay = np.argmax(np.correlate(a_mono, b_mono, 'full')) - offset + + if delay > 0: + a = a[:, delay:] + else: + b = b[:, np.abs(delay):] + + if a.shape[1] < b.shape[1]: + b = b[:, :a.shape[1]] + else: + a = a[:, :b.shape[1]] + + return a, b + + +def cache_or_load(mix_path, inst_path, sr, hop_length, n_fft): + mix_basename = os.path.splitext(os.path.basename(mix_path))[0] + inst_basename = os.path.splitext(os.path.basename(inst_path))[0] + + cache_dir = 'sr{}_hl{}_nf{}'.format(sr, hop_length, n_fft) + mix_cache_dir = os.path.join(os.path.dirname(mix_path), cache_dir) + inst_cache_dir = os.path.join(os.path.dirname(inst_path), cache_dir) + os.makedirs(mix_cache_dir, exist_ok=True) + os.makedirs(inst_cache_dir, exist_ok=True) + + mix_cache_path = os.path.join(mix_cache_dir, mix_basename + '.npy') + inst_cache_path = os.path.join(inst_cache_dir, inst_basename + '.npy') + + if os.path.exists(mix_cache_path) and os.path.exists(inst_cache_path): + X = np.load(mix_cache_path) + y = np.load(inst_cache_path) + else: + X, _ = librosa.load( + mix_path, sr, False, dtype=np.float32, res_type='kaiser_fast') + y, _ = librosa.load( + inst_path, sr, False, dtype=np.float32, res_type='kaiser_fast') + + X, y = align_wave_head_and_tail(X, y, sr) + + X = wave_to_spectrogram(X, hop_length, n_fft) + y = wave_to_spectrogram(y, hop_length, n_fft) + + _, ext = os.path.splitext(mix_path) + np.save(mix_cache_path, X) + np.save(inst_cache_path, y) + + return X, y + + +def spectrogram_to_wave(spec, hop_length=1024): + spec_left = np.asfortranarray(spec[0]) + spec_right = np.asfortranarray(spec[1]) + + wave_left = librosa.istft(spec_left, hop_length=hop_length) + wave_right = librosa.istft(spec_right, hop_length=hop_length) + wave = np.asfortranarray([wave_left, wave_right]) + + return wave + + +if __name__ == "__main__": + import cv2 + import sys + + X, _ = librosa.load( + sys.argv[1], 44100, False, dtype=np.float32, res_type='kaiser_fast') + y, _ = librosa.load( + sys.argv[2], 44100, False, dtype=np.float32, res_type='kaiser_fast') + + X, y = align_wave_head_and_tail(X, y, 44100) + + X_spec = wave_to_spectrogram(X, 1024, 2048) + y_spec = wave_to_spectrogram(y, 1024, 2048) + + y_spec = reduce_vocal_aggressively(X_spec, y_spec, 0.2) + v_spec = X_spec - y_spec + + # v_mask = np.abs(v_spec) > np.abs(y_spec) + # y_spec = X_spec - v_spec * v_mask + # v_spec = X_spec - y_spec + + X_mag = np.abs(X_spec) + y_mag = np.abs(y_spec) + v_mag = np.abs(v_spec) + + X_image = spectrogram_to_image(X_mag) + y_image = spectrogram_to_image(y_mag) + v_image = spectrogram_to_image(v_mag) + + cv2.imwrite('test_X.jpg', X_image) + cv2.imwrite('test_y.jpg', y_image) + cv2.imwrite('test_v.jpg', v_image) + + sf.write('test_X.wav', spectrogram_to_wave(X_spec).T, 44100) + sf.write('test_y.wav', spectrogram_to_wave(y_spec).T, 44100) + sf.write('test_v.wav', spectrogram_to_wave(v_spec).T, 44100)