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synced 2024-03-22 13:11:31 +08:00
Fix bug of importing GST and add more parameters in toolbox
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@ -70,7 +70,7 @@ class Synthesizer:
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def synthesize_spectrograms(self, texts: List[str],
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embeddings: Union[np.ndarray, List[np.ndarray]],
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return_alignments=False, style_idx=0):
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return_alignments=False, style_idx=0, min_stop_token=5):
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"""
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Synthesizes mel spectrograms from texts and speaker embeddings.
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@ -125,7 +125,7 @@ class Synthesizer:
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speaker_embeddings = torch.tensor(speaker_embeds).float().to(self.device)
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# Inference
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_, mels, alignments = self._model.generate(chars, speaker_embeddings, style_idx=style_idx)
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_, mels, alignments = self._model.generate(chars, speaker_embeddings, style_idx=style_idx, min_stop_token=min_stop_token)
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mels = mels.detach().cpu().numpy()
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for m in mels:
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# Trim silence from end of each spectrogram
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@ -419,7 +419,7 @@ class Tacotron(nn.Module):
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return mel_outputs, linear, attn_scores, stop_outputs
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def generate(self, x, speaker_embedding=None, steps=200, style_idx=0):
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def generate(self, x, speaker_embedding=None, steps=200, style_idx=0, min_stop_token=5):
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self.eval()
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device = next(self.parameters()).device # use same device as parameters
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@ -472,7 +472,7 @@ class Tacotron(nn.Module):
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attn_scores.append(scores)
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stop_outputs.extend([stop_tokens] * self.r)
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# Stop the loop when all stop tokens in batch exceed threshold
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if (stop_tokens > 0.5).all() and t > 10: break
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if (stop_tokens * 10 > min_stop_token).all() and t > 10: break
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# Concat the mel outputs into sequence
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mel_outputs = torch.cat(mel_outputs, dim=2)
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@ -234,7 +234,8 @@ class Toolbox:
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texts = processed_texts
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embed = self.ui.selected_utterance.embed
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embeds = [embed] * len(texts)
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specs = self.synthesizer.synthesize_spectrograms(texts, embeds, style_idx=int(self.ui.slider.value()))
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min_token = int(self.ui.token_slider.value())
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specs = self.synthesizer.synthesize_spectrograms(texts, embeds, style_idx=int(self.ui.style_slider.value()), min_stop_token=min_token)
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breaks = [spec.shape[1] for spec in specs]
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spec = np.concatenate(specs, axis=1)
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@ -588,18 +588,36 @@ class UI(QDialog):
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self.seed_textbox = QLineEdit()
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self.seed_textbox.setMaximumWidth(80)
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layout_seed.addWidget(self.seed_textbox, 0, 1)
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self.slider = QSlider(Qt.Horizontal)
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self.slider.setTickInterval(1)
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self.slider.setFocusPolicy(Qt.NoFocus)
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self.slider.setSingleStep(1)
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self.slider.setRange(-1, 9)
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self.slider.setValue(-1)
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layout_seed.addWidget(QLabel("Style:"), 0, 2)
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layout_seed.addWidget(self.slider, 0, 3)
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self.trim_silences_checkbox = QCheckBox("Enhance vocoder output")
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self.trim_silences_checkbox.setToolTip("When checked, trims excess silence in vocoder output."
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" This feature requires `webrtcvad` to be installed.")
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layout_seed.addWidget(self.trim_silences_checkbox, 0, 4, 1, 2)
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layout_seed.addWidget(self.trim_silences_checkbox, 0, 2, 1, 2)
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self.style_slider = QSlider(Qt.Horizontal)
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self.style_slider.setTickInterval(1)
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self.style_slider.setFocusPolicy(Qt.NoFocus)
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self.style_slider.setSingleStep(1)
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self.style_slider.setRange(-1, 9)
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self.style_value_label = QLabel("-1")
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self.style_slider.setValue(-1)
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layout_seed.addWidget(QLabel("Style:"), 1, 0)
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self.style_slider.valueChanged.connect(lambda s: self.style_value_label.setNum(s))
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layout_seed.addWidget(self.style_value_label, 1, 1)
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layout_seed.addWidget(self.style_slider, 1, 3)
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self.token_slider = QSlider(Qt.Horizontal)
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self.token_slider.setTickInterval(1)
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self.token_slider.setFocusPolicy(Qt.NoFocus)
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self.token_slider.setSingleStep(1)
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self.token_slider.setRange(3, 9)
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self.token_value_label = QLabel("5")
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self.token_slider.setValue(4)
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layout_seed.addWidget(QLabel("Accuracy(精度):"), 2, 0)
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self.token_slider.valueChanged.connect(lambda s: self.token_value_label.setNum(s))
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layout_seed.addWidget(self.token_value_label, 2, 1)
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layout_seed.addWidget(self.token_slider, 2, 3)
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gen_layout.addLayout(layout_seed)
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self.loading_bar = QProgressBar()
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