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inference_gui2.py
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inference_gui2.py
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import argparse
import math
import traceback
import io
import os
import logging
import time
import sys
import copy
import importlib.util
from ctypes import cast, POINTER, c_int, c_short, c_float
from pathlib import Path
from PyQt5.QtCore import (pyqtSignal, Qt, QUrl, QSize, QMimeData, QMetaObject,
pyqtSlot)
from PyQt5.QtGui import (QIntValidator, QDoubleValidator, QKeySequence,
QDrag)
from PyQt5.QtMultimedia import (
QMediaContent, QAudio, QAudioDeviceInfo, QMediaPlayer, QAudioRecorder,
QAudioEncoderSettings, QMultimedia,
QAudioProbe, QAudioFormat)
from PyQt5.QtWidgets import (QWidget,
QSizePolicy, QStyle, QProgressBar,
QApplication, QMainWindow,
QFrame, QFileDialog, QLineEdit, QSlider,
QPushButton, QHBoxLayout, QVBoxLayout, QLabel,
QPlainTextEdit, QComboBox, QGroupBox, QCheckBox, QShortcut, QDialog)
import numpy as np
import soundfile
import glob
import json
import torch
import subprocess
from datetime import datetime
from collections import deque
from pathlib import Path
from inference import infer_tool
from inference import slicer
from inference.infer_tool import Svc
import librosa
RECORD_SHORTCUT = "ctrl+shift+r"
if (importlib.util.find_spec("pygame")):
from pygame import mixer, _sdl2 as devicer
import pygame._sdl2.audio as sdl2_audio
print("Automatic mode enabled. Press "+RECORD_SHORTCUT+
" to toggle recording.")
PYGAME_AVAILABLE = True
else:
print("Note: Automatic mode not available."
"To enable: pip install pygame keyboard")
PYGAME_AVAILABLE = False
if importlib.util.find_spec("requests"):
import requests
REQUESTS_AVAILABLE = True
else:
REQUESTS_AVAILABLE = False
if importlib.util.find_spec("pedalboard"):
import pedalboard
PEDALBOARD_AVAILABLE = True
else:
PEDALBOARD_AVAILABLE = False
if (subprocess.run(["where","rubberband"] if os.name == "nt" else
["which","rubberband"]).returncode == 0) and importlib.util.find_spec(
"pyrubberband"):
print("Rubberband is available!")
import pyrubberband as pyrb
RUBBERBAND_AVAILABLE = True
else:
print("Note: Rubberband is not available. Timestretch not available.")
RUBBERBAND_AVAILABLE = False
TALKNET_ADDR = "127.0.0.1:8050"
MODELS_DIR = "models"
RECORD_DIR = "./recordings"
JSON_NAME = "inference_gui2_persist.json"
RECENT_DIR_MAXLEN = 10
F0_OPTIONS = ["harvest", "dio", "parselmouth_new", "parselmouth_old"]
if (importlib.util.find_spec("tensorflow") and
importlib.util.find_spec("crepe")):
CREPE_AVAILABLE = True
F0_OPTIONS.append("crepe")
else:
CREPE_AVAILABLE = False
def get_speakers():
speakers = []
for _,dirs,_ in os.walk(MODELS_DIR):
for folder in dirs:
cur_speaker = {}
# Look for G_****.pth
g = glob.glob(os.path.join(MODELS_DIR,folder,'G_*.pth'))
if not len(g):
print("Skipping "+folder+", no G_*.pth")
continue
cur_speaker["model_path"] = g[0]
cur_speaker["model_folder"] = folder
# Look for *.pt (clustering model)
clst = glob.glob(os.path.join(MODELS_DIR,folder,'*.pt'))
if not len(clst):
print("Note: No clustering model found for "+folder)
cur_speaker["cluster_path"] = ""
else:
cur_speaker["cluster_path"] = clst[0]
# Look for config.json
cfg = glob.glob(os.path.join(MODELS_DIR,folder,'*.json'))
if not len(cfg):
print("Skipping "+folder+", no config json")
continue
cur_speaker["cfg_path"] = cfg[0]
with open(cur_speaker["cfg_path"]) as f:
try:
cfg_json = json.loads(f.read())
except Exception as e:
print("Malformed config json in "+folder)
for name, i in cfg_json["spk"].items():
cur_speaker["name"] = name
cur_speaker["id"] = i
if not name.startswith('.'):
speakers.append(copy.copy(cur_speaker))
return sorted(speakers, key=lambda x:x["name"].lower())
def el_trunc(s, n=80):
return s[:min(len(s),n-3)]+'...'
def backtruncate_path(path, n=80):
if len(path) < (n):
return path
path = path.replace('\\','/')
spl = path.split('/')
pth = spl[-1]
i = -1
while len(pth) < (n - 3):
i -= 1
if abs(i) > len(spl):
break
pth = os.path.join(spl[i],pth)
spl = pth.split(os.path.sep)
pth = os.path.join(*spl)
return '...'+pth
logging.getLogger('numba').setLevel(logging.WARNING)
chunks_dict = infer_tool.read_temp("inference/chunks_temp.json")
infer_tool.mkdir(["raw", "results"])
slice_db = -40
wav_format = 'wav'
class SpeakerEmbeddingMixer(QDialog):
sig_custom_model = pyqtSignal(dict)
def __init__(self, ui_par):
super().__init__()
self.ui_parent = ui_par
self.setWindowTitle("Speaker Embedding Mixer")
self.layout = QVBoxLayout(self)
self.warn1_label = QLabel(
"Note: Merging speakers from different model files does not work "
"(?). Also, this can use a significant amount of RAM (~3GB)")
self.warn1_label.setWordWrap(True)
self.layout.addWidget(self.warn1_label)
self.speaker1_frame = QFrame()
self.speaker1_box = QComboBox()
self.speaker1_label = QLabel("Speaker 1")
self.speaker1_frame_layout = QVBoxLayout(self.speaker1_frame)
self.speaker1_frame_layout.addWidget(self.speaker1_label)
self.speaker1_frame_layout.addWidget(self.speaker1_box)
self.speaker2_frame = QFrame()
self.speaker2_box = QComboBox()
self.speaker2_label = QLabel("Speaker 2")
self.speaker2_frame_layout = QVBoxLayout(self.speaker2_frame)
self.speaker2_frame_layout.addWidget(self.speaker2_label)
self.speaker2_frame_layout.addWidget(self.speaker2_box)
self.layout.addWidget(self.speaker1_frame)
self.layout.addWidget(self.speaker2_frame)
for spk in ui_par.speakers:
self.speaker1_box.addItem(spk["name"]+" ["+
Path(spk["model_folder"]).stem+"]")
self.speaker2_box.addItem(spk["name"]+" ["+
Path(spk["model_folder"]).stem+"]")
self.lerp_label = QLabel('lerp ratio')
self.lerp_num = QLineEdit('0')
self.lerp_num.setValidator(QDoubleValidator(0,1.0,2))
self.lerp_frame = FieldWidget(self.lerp_label, self.lerp_num)
self.layout.addWidget(self.lerp_frame)
self.warn2_label = QLabel()
self.warn2_label.setWordWrap(True)
self.layout.addWidget(self.warn2_label)
self.load_button = QPushButton("Load lerp model")
self.load_button.clicked.connect(self.load_linear_interpolation)
self.layout.addWidget(self.load_button)
def load_linear_interpolation(self):
index1 = self.speaker1_box.currentIndex()
index2 = self.speaker2_box.currentIndex()
self.svc_model1 = Svc(
self.ui_parent.speakers[index1]["model_path"],
self.ui_parent.speakers[index1]["cfg_path"])
if (self.ui_parent.speakers[index2]["model_path"] !=
self.ui_parent.speakers[index1]["model_path"]):
self.warn2_label.setText("Cannot merge speakers from"
" different model files: "+
self.ui_parent.speakers[index1]["model_path"]+"+"+
self.ui_parent.speakers[index2]["model_path"])
return
#self.svc_model2 = Svc(
#self.ui_parent.speakers[index2]["model_path"],
#self.ui_parent.speakers[index2]["cfg_path"])
else:
self.svc_model2 = self.svc_model1
speaker_index1 = self.ui_parent.speakers[index1]["id"]
speaker_index2 = self.ui_parent.speakers[index2]["id"]
# gin_channels is 256 for all models.
g1 = self.svc_model1.net_g_ms.emb_g(
torch.LongTensor([speaker_index1])
.to(self.svc_model1.dev)
.unsqueeze(0))
g2 = self.svc_model2.net_g_ms.emb_g(
torch.LongTensor([speaker_index2])
.to(self.svc_model2.dev)
.unsqueeze(0))
self.svc_model1.net_g_ms.emb_g.weight.data[speaker_index1] = g1.lerp(
g2, float(self.lerp_num.text()))
output = { "merged_model": self.svc_model1,
"merged_model_name": self.lerp_name(),
"speaker_name": self.ui_parent.speakers[index1]["name"],
"id": speaker_index1 }
self.sig_custom_model.emit(output)
if self.svc_model2 != self.svc_model1:
self.svc_model2 = None
def lerp_name(self):
index1 = self.speaker1_box.currentIndex()
index2 = self.speaker2_box.currentIndex()
return ("lin:"+self.ui_parent.speakers[index1]["name"]+
"|"+self.ui_parent.speakers[index2]["name"]+":"+
self.lerp_num.text())
class FieldWidget(QFrame):
def __init__(self, label, field):
super().__init__()
self.layout = QHBoxLayout(self)
self.layout.setSpacing(0)
self.layout.setContentsMargins(0,0,0,0)
label.setAlignment(Qt.AlignLeft)
self.layout.addWidget(label)
field.setAlignment(Qt.AlignRight)
field.sizeHint = lambda: QSize(60, 32)
field.setSizePolicy(QSizePolicy.Maximum,
QSizePolicy.Preferred)
self.layout.addWidget(field)
class VSTWidget(QWidget):
sig_editor_open = pyqtSignal(bool)
def __init__(self):
# this should not even be loaded if pedalboard is not available
assert PEDALBOARD_AVAILABLE
super().__init__()
self.layout = QHBoxLayout(self)
self.select_button = QPushButton("No VST loaded")
self.select_button.setSizePolicy(QSizePolicy.Expanding,
QSizePolicy.Preferred)
self.select_button.clicked.connect(self.select_plugin)
self.editor_button = QPushButton("Open UI")
self.editor_button.clicked.connect(self.open_editor)
self.layout.addWidget(self.select_button)
self.layout.addWidget(self.editor_button)
self.bypass_button = QCheckBox("Bypass")
self.layout.addWidget(self.bypass_button)
self.plugin_container = None
def select_plugin(self):
file = QFileDialog.getOpenFileName(self, "Plugin to load")
if not len(file[0]):
return
try:
self.plugin_container = pedalboard.VST3Plugin(file[0])
self.select_button.setText(self.plugin_container.name)
except ImportError as e:
self.plugin_container = None
self.select_button.setText("No VST loaded")
def open_editor(self):
if self.plugin_container is not None:
self.sig_editor_open.emit(True)
self.plugin_container.show_editor()
self.sig_editor_open.emit(False)
def process(self, array, sr):
if self.plugin_container is None:
return array
if self.bypass_button.isChecked():
return array
return self.plugin_container.process(
input_array = np.array(array),
sample_rate = float(sr))
class AudioPreviewWidget(QWidget):
def __init__(self):
super().__init__()
self.vlayout = QVBoxLayout(self)
self.vlayout.setSpacing(0)
self.vlayout.setContentsMargins(0,0,0,0)
self.playing_label = QLabel("Preview")
self.playing_label.setWordWrap(True)
self.vlayout.addWidget(self.playing_label)
self.player_frame = QFrame()
self.vlayout.addWidget(self.player_frame)
self.player_layout = QHBoxLayout(self.player_frame)
self.player_layout.setSpacing(4)
self.player_layout.setContentsMargins(0,0,0,0)
#self.playing_label.hide()
self.player = QMediaPlayer()
self.player.setNotifyInterval(500)
self.seek_slider = QSlider(Qt.Horizontal)
self.seek_slider.setSizePolicy(QSizePolicy.Expanding,
QSizePolicy.Preferred)
self.player_layout.addWidget(self.seek_slider)
self.play_button = QPushButton()
self.play_button.setIcon(self.style().standardIcon(
getattr(QStyle, 'SP_MediaPlay')))
self.player_layout.addWidget(self.play_button)
self.play_button.clicked.connect(self.toggle_play)
self.play_button.setSizePolicy(QSizePolicy.Maximum,
QSizePolicy.Minimum)
self.play_button.mouseMoveEvent = self.drag_hook
self.seek_slider.sliderMoved.connect(self.seek)
self.player.positionChanged.connect(self.update_seek_slider)
self.player.stateChanged.connect(self.state_changed)
self.player.durationChanged.connect(self.duration_changed)
self.local_file = ""
def set_text(self, text=""):
if len(text) > 0:
self.playing_label.show()
self.playing_label.setText(text)
else:
self.playing_label.hide()
def from_file(self, path):
try:
self.player.stop()
if hasattr(self, 'audio_buffer'):
self.audio_buffer.close()
self.player.setMedia(QMediaContent(QUrl.fromLocalFile(
os.path.abspath(path))))
self.play_button.setIcon(self.style().standardIcon(
getattr(QStyle, 'SP_MediaPlay')))
self.local_file = path
except Exception as e:
pass
def drag_hook(self, e):
if e.buttons() != Qt.LeftButton:
return
if not len(self.local_file):
return
mime_data = QMimeData()
mime_data.setUrls([QUrl.fromLocalFile(
os.path.abspath(self.local_file))])
drag = QDrag(self)
drag.setMimeData(mime_data)
drag.exec_(Qt.CopyAction)
def from_memory(self, data):
self.player.stop()
if hasattr(self, 'audio_buffer'):
self.audio_buffer.close()
self.audio_data = QByteArray(data)
self.audio_buffer = QBuffer()
self.audio_buffer.setData(self.audio_data)
self.audio_buffer.open(QBuffer.ReadOnly)
player.setMedia(QMediaContent(), self.audio_buffer)
def state_changed(self, state):
if (state == QMediaPlayer.StoppedState) or (
state == QMediaPlayer.PausedState):
self.play_button.setIcon(self.style().standardIcon(
getattr(QStyle, 'SP_MediaPlay')))
def duration_changed(self, dur):
self.seek_slider.setRange(0, self.player.duration())
def toggle_play(self):
if self.player.state() == QMediaPlayer.PlayingState:
self.player.pause()
elif self.player.mediaStatus() != QMediaPlayer.NoMedia:
self.player.play()
self.play_button.setIcon(self.style().standardIcon(
getattr(QStyle, 'SP_MediaPause')))
def update_seek_slider(self, position):
self.seek_slider.setValue(position)
def seek(self, position):
self.player.setPosition(position)
class AudioRecorderAndVSTs(QGroupBox):
keyboardRecordSignal = pyqtSignal()
def __init__(self, par):
super().__init__()
self.setTitle("Audio recorder and VST processing")
self.setStyleSheet("padding:10px")
self.layout = QVBoxLayout(self)
self.ui_parent = par
self.audio_settings = QAudioEncoderSettings()
if os.name == "nt":
self.audio_settings.setCodec("audio/pcm")
else:
self.audio_settings.setCodec("audio/x-raw")
self.audio_settings.setSampleRate(44100)
self.audio_settings.setBitRate(16)
self.audio_settings.setQuality(QMultimedia.HighQuality)
self.audio_settings.setEncodingMode(
QMultimedia.ConstantQualityEncoding)
self.preview = AudioPreviewWidget()
self.layout.addWidget(self.preview)
self.recorder = QAudioRecorder()
self.input_dev_box = QComboBox()
self.input_dev_box.setSizePolicy(QSizePolicy.Preferred,
QSizePolicy.Preferred)
if os.name == "nt":
self.audio_inputs = self.recorder.audioInputs()
else:
self.audio_inputs = [x.deviceName()
for x in QAudioDeviceInfo.availableDevices(0)]
self.record_button = QPushButton("Record")
self.record_button.clicked.connect(self.toggle_record)
self.layout.addWidget(self.record_button)
for inp in self.audio_inputs:
if self.input_dev_box.findText(el_trunc(inp,60)) == -1:
self.input_dev_box.addItem(el_trunc(inp,60))
self.layout.addWidget(self.input_dev_box)
self.input_dev_box.currentIndexChanged.connect(self.set_input_dev)
if len(self.audio_inputs) == 0:
self.record_button.setEnabled(False)
print("No audio inputs found")
else:
self.set_input_dev(0) # Always use the first listed output
# Doing otherwise on Windows would require platform-specific code
if PYGAME_AVAILABLE and importlib.util.find_spec("keyboard"):
try:
print("Keyboard module loaded.")
print("Recording shortcut without window focus enabled.")
import keyboard
def keyboard_record_hook():
self.keyboardRecordSignal.emit()
keyboard.add_hotkey(RECORD_SHORTCUT,keyboard_record_hook)
self.keyboardRecordSignal.connect(self.toggle_record)
except ImportError as e:
print("Keyboard module failed to import.")
print("On Linux, must be run as root for recording"
"hotkey out of focus.")
self.record_shortcut = QShortcut(QKeySequence(RECORD_SHORTCUT),
self)
self.record_shortcut.activated.connect(self.toggle_record)
else:
print("No keyboard module available.")
print("Using default input capture for recording shortcut.")
self.record_shortcut = QShortcut(QKeySequence(RECORD_SHORTCUT),
self)
self.record_shortcut.activated.connect(self.toggle_record)
self.probe = QAudioProbe()
self.probe.setSource(self.recorder)
self.probe.audioBufferProbed.connect(self.update_volume)
self.volume_meter = QProgressBar()
self.volume_meter.setTextVisible(False)
self.volume_meter.setRange(0, 100)
self.volume_meter.setValue(0)
self.layout.addWidget(self.volume_meter)
if PYGAME_AVAILABLE:
self.record_out_label = QLabel("Output device")
mixer.init()
self.out_devs = sdl2_audio.get_audio_device_names(False)
mixer.quit()
self.output_dev_box = QComboBox()
self.output_dev_box.setSizePolicy(QSizePolicy.Preferred,
QSizePolicy.Preferred)
for dev in self.out_devs:
if self.output_dev_box.findText(el_trunc(dev,60)) == -1:
self.output_dev_box.addItem(el_trunc(dev,60))
self.output_dev_box.currentIndexChanged.connect(self.set_output_dev)
self.selected_dev = None
self.set_output_dev(0)
self.layout.addWidget(self.record_out_label)
self.layout.addWidget(self.output_dev_box)
# RECORD_DIR
self.record_dir = os.path.abspath(RECORD_DIR)
self.record_dir_button = QPushButton("Change Recording Directory")
self.layout.addWidget(self.record_dir_button)
self.record_dir_label = QLabel("Recordings directory: "+str(
self.record_dir))
self.record_dir_button.clicked.connect(self.record_dir_dialog)
self.last_output = ""
self.sovits_button = QPushButton("Push last output to so-vits-svc")
self.layout.addWidget(self.sovits_button)
self.sovits_button.clicked.connect(self.push_to_sovits)
self.automatic_checkbox = QCheckBox("Send automatically")
self.layout.addWidget(self.automatic_checkbox)
if PYGAME_AVAILABLE:
self.mic_checkbox = QCheckBox("Auto-play output to selected output device")
self.layout.addWidget(self.mic_checkbox)
self.mic_checkbox.stateChanged.connect(self.update_init_audio)
self.mic_output_control = QCheckBox("Auto-delete audio from "
"recordings/results after auto-playing")
self.layout.addWidget(self.mic_output_control)
self.mic_output_control.stateChanged.connect(self.update_delfiles)
if (par.talknet_available):
self.talknet_button = QPushButton("Push last output to TalkNet")
self.layout.addWidget(self.talknet_button)
self.talknet_button.clicked.connect(self.push_to_talknet)
if PEDALBOARD_AVAILABLE:
self.vst_input_frame = QGroupBox(self)
self.vst_input_frame.setTitle("so-vits-svc Pre VSTs")
self.vst_input_layout = QVBoxLayout(self.vst_input_frame)
self.layout.addWidget(self.vst_input_frame)
self.vst_inputs = []
for i in range(2):
vst_widget = VSTWidget()
self.vst_inputs.append(vst_widget)
self.vst_input_layout.addWidget(vst_widget)
vst_widget.sig_editor_open.connect(
self.ui_parent.pass_editor_ctl)
self.vst_output_frame = QGroupBox(self)
self.vst_output_frame.setTitle("so-vits-svc Post VSTs")
self.vst_output_layout = QVBoxLayout(self.vst_output_frame)
self.layout.addWidget(self.vst_output_frame)
self.vst_outputs = []
for i in range(2):
vst_widget = VSTWidget()
self.vst_outputs.append(vst_widget)
self.vst_output_layout.addWidget(vst_widget)
vst_widget.sig_editor_open.connect(
self.ui_parent.pass_editor_ctl)
self.layout.addStretch()
def output_chain(self, data, sr):
if PEDALBOARD_AVAILABLE:
for v in self.vst_outputs:
data = v.process(data, sr)
return data
def input_chain(self, data, sr):
if PEDALBOARD_AVAILABLE:
for v in self.vst_inputs:
data = v.process(data, sr)
return data
def update_volume(self, buf):
sample_size = buf.format().sampleSize()
sample_count = buf.sampleCount()
ptr = buf.constData()
ptr.setsize(int(sample_size/8)*sample_count)
samples = np.asarray(np.frombuffer(ptr, np.int16)).astype(float)
rms = np.sqrt(np.mean(samples**2))
level = rms / (2 ** 14)
self.volume_meter.setValue(int(level * 100))
def update_init_audio(self):
if PYGAME_AVAILABLE:
mixer.init(devicename = self.selected_dev)
if self.mic_checkbox.isChecked():
self.ui_parent.mic_state = True
else:
self.ui_parent.mic_state = False
def update_delfiles(self):
self.ui_parent.mic_delfiles = self.mic_output_control.isChecked()
def set_input_dev(self, idx):
num_audio_inputs = len(self.audio_inputs)
if idx < num_audio_inputs:
self.recorder.setAudioInput(self.audio_inputs[idx])
def set_output_dev(self, idx):
self.selected_dev = self.out_devs[idx]
if mixer.get_init() is not None:
mixer.quit()
mixer.init(devicename = self.selected_dev)
def record_dir_dialog(self):
temp_record_dir = QFileDialog.getExistingDirectory(self,
"Recordings Directory", self.record_dir, QFileDialog.ShowDirsOnly)
if not os.path.exists(temp_record_dir):
return
self.record_dir = temp_record_dir
self.record_dir_label.setText(
"Recordings directory: "+str(self.record_dir))
def toggle_record(self):
#print("toggle_record triggered at "+str(id(self)))
if self.recorder.status() == QAudioRecorder.RecordingStatus:
self.recorder.stop()
self.record_button.setText("Record")
self.last_output = self.recorder.outputLocation().toLocalFile()
if not (PYGAME_AVAILABLE and self.mic_output_control.isChecked()):
self.preview.from_file(self.last_output)
self.preview.set_text("Preview - "+os.path.basename(
self.last_output))
if self.automatic_checkbox.isChecked():
self.push_to_sovits()
self.ui_parent.sofvits_convert()
else:
self.record()
self.record_button.setText("Recording to "+str(
self.recorder.outputLocation().toLocalFile()))
def record(self):
unix_time = time.time()
self.recorder.setEncodingSettings(self.audio_settings)
if not os.path.exists(self.record_dir):
os.makedirs(self.record_dir, exist_ok=True)
output_name = "rec_"+str(int(unix_time))
self.recorder.setOutputLocation(QUrl.fromLocalFile(os.path.join(
self.record_dir,output_name)))
self.recorder.setContainerFormat("audio/x-wav")
self.recorder.record()
def push_to_sovits(self):
if not os.path.exists(self.last_output):
return
self.ui_parent.clean_files = [self.last_output]
self.ui_parent.update_file_label()
self.ui_parent.update_input_preview()
def push_to_talknet(self):
if not os.path.exists(self.last_output):
return
self.ui_parent.talknet_file = self.last_output
self.ui_parent.talknet_file_label.setText(
"File: "+str(self.ui_parent.talknet_file))
self.ui_parent.talknet_update_preview()
class FileButton(QPushButton):
fileDropped = pyqtSignal(list)
def __init__(self, label = "Files to Convert"):
super().__init__(label)
self.setAcceptDrops(True)
def dragEnterEvent(self, event):
if event.mimeData().hasUrls():
event.accept()
else:
event.ignore()
def dropEvent(self, event):
if event.mimeData().hasUrls():
clean_files = []
for url in event.mimeData().urls():
if not url.toLocalFile():
continue
clean_files.append(url.toLocalFile())
self.fileDropped.emit(clean_files)
event.acceptProposedAction()
else:
event.ignore()
pass
class InferenceGui2 (QMainWindow):
def __init__(self, args):
super().__init__()
self.mic_state = False
self.mic_delfiles = False
self.clean_files = [0]
self.speakers = get_speakers()
self.speaker = {}
self.output_dir = os.path.abspath("./results/")
self.cached_file_dir = os.path.abspath(".")
self.recent_dirs = deque(maxlen=RECENT_DIR_MAXLEN)
self.svc_model = None
self.setWindowTitle("so-vits-svc 4.0 GUI")
self.central_widget = QFrame()
self.layout = QHBoxLayout(self.central_widget)
self.setCentralWidget(self.central_widget)
self.sovits_frame = QGroupBox(self)
self.sovits_frame.setTitle("so-vits-svc")
self.sovits_frame.setStyleSheet("padding:10px")
self.sovits_lay = QVBoxLayout(self.sovits_frame)
self.sovits_lay.setSpacing(0)
self.sovits_lay.setContentsMargins(0,0,0,0)
self.layout.addWidget(self.sovits_frame)
self.load_persist()
self.talknet_available = self.try_connect_talknet()
# Cull non-existent paths from recent_dirs
self.recent_dirs = deque(
[d for d in self.recent_dirs if os.path.exists(d)], maxlen=RECENT_DIR_MAXLEN)
self.speaker_box = QComboBox()
for spk in self.speakers:
self.speaker_box.addItem(spk["name"]+" ["+
Path(spk["model_folder"]).stem+"]")
self.speaker_frame = QFrame()
self.speaker_frame_layout = QHBoxLayout(self.speaker_frame)
self.speaker_label = QLabel("Speaker:")
self.speaker_label.setWordWrap(True)
self.speaker_frame_layout.addWidget(self.speaker_label)
if args.custom_merge:
self.speaker_dialog_button = QPushButton("Speaker Mixing")
self.speaker_frame_layout.addWidget(self.speaker_dialog_button)
self.speaker_dialog_button.clicked.connect(self.speaker_mix_dialog)
self.sovits_lay.addWidget(self.speaker_frame)
self.sovits_lay.addWidget(self.speaker_box)
self.speaker_box.currentIndexChanged.connect(self.try_load_speaker)
self.file_button = FileButton()
self.sovits_lay.addWidget(self.file_button)
self.file_label = QLabel("Files: "+str(self.clean_files))
self.file_label.setWordWrap(True)
self.sovits_lay.addWidget(self.file_label)
self.file_button.clicked.connect(self.file_dialog)
self.file_button.fileDropped.connect(self.update_files)
self.input_preview = AudioPreviewWidget()
self.sovits_lay.addWidget(self.input_preview)
self.recent_label = QLabel("Recent Directories:")
self.sovits_lay.addWidget(self.recent_label)
self.recent_combo = QComboBox()
self.sovits_lay.addWidget(self.recent_combo)
self.recent_combo.activated.connect(self.recent_dir_dialog)
self.transpose_validator = QIntValidator(-24,24)
# Source pitchshifting
self.source_transpose_label = QLabel(
"Formant Shift (half-steps)")
self.source_transpose_num = QLineEdit('0')
self.source_transpose_num.setValidator(self.transpose_validator)
#if PSOLA_AVAILABLE:
self.source_transpose_frame = FieldWidget(
self.source_transpose_label, self.source_transpose_num)
# Disable formant shifting as it is not useful in 4.0
#self.sovits_lay.addWidget(self.source_transpose_frame)
self.transpose_label = QLabel("Transpose")
self.transpose_num = QLineEdit('0')
self.transpose_num.setValidator(self.transpose_validator)
self.transpose_frame = FieldWidget(
self.transpose_label, self.transpose_num)
self.sovits_lay.addWidget(self.transpose_frame)
self.timestretch_validator = QDoubleValidator(0.5,1.0,3)
self.cluster_ratio_validator = QDoubleValidator(0.0,1.0,1)
self.cluster_switch = QCheckBox("Use clustering")
self.cluster_label = QLabel("Clustering ratio (0 = none)")
self.cluster_infer_ratio = QLineEdit('0.0')
self.cluster_frame = FieldWidget(
self.cluster_label, self.cluster_infer_ratio)
self.sovits_lay.addWidget(self.cluster_frame)
self.cluster_button = QPushButton("Select custom cluster model...")
self.cluster_label = QLabel("Current cluster model: ")
self.sovits_lay.addWidget(self.cluster_button)
self.sovits_lay.addWidget(self.cluster_label)
self.cluster_button.clicked.connect(self.cluster_model_dialog)
self.cluster_path = ""
self.sovits_lay.addWidget(self.cluster_switch)
self.noise_scale_label = QLabel("Noise scale")
self.noise_scale = QLineEdit('0.2')
self.noise_scale.setValidator(self.cluster_ratio_validator)
self.noise_frame = FieldWidget(
self.noise_scale_label, self.noise_scale)
self.sovits_lay.addWidget(self.noise_frame)
self.pred_switch = QCheckBox("Automatic f0 prediction (disable for singing)")
self.sovits_lay.addWidget(self.pred_switch)
self.f0_options = QComboBox()
for f in F0_OPTIONS:
self.f0_options.addItem(f)
self.sovits_lay.addWidget(QLabel("f0 options"))
self.sovits_lay.addWidget(self.f0_options)
self.f0_options.currentIndexChanged.connect(self.update_f0_switch)
self.thresh_label = QLabel("Voicing threshold")
self.voice_validator = QDoubleValidator(0.1,0.9,1)
self.voice_threshold = QLineEdit('0.3')
self.voice_threshold.setValidator(self.voice_validator)
self.voice_threshold.textChanged.connect(self.update_voice_thresh)
self.thresh_frame = FieldWidget(self.thresh_label, self.voice_threshold)
self.sovits_lay.addWidget(self.thresh_frame)
if RUBBERBAND_AVAILABLE:
self.ts_label = QLabel("Timestretch (0.5, 1.0)")
self.ts_num = QLineEdit('1.0')
self.ts_num.setValidator(self.timestretch_validator)
self.ts_frame = FieldWidget(self.ts_label, self.ts_num)
self.sovits_lay.addWidget(self.ts_frame)
self.output_button = QPushButton("Change Output Directory")
self.sovits_lay.addWidget(self.output_button)
self.output_label = QLabel("Output directory: "+str(self.output_dir))
self.sovits_lay.addWidget(self.output_label)
self.output_button.clicked.connect(self.output_dialog)
self.convert_button = QPushButton("Convert")
self.sovits_lay.addWidget(self.convert_button)
self.convert_button.clicked.connect(self.sofvits_convert)
# TODO right now this only handles the first file processed.
self.output_preview = AudioPreviewWidget()
self.sovits_lay.addWidget(self.output_preview)
self.sovits_lay.addStretch()
self.delete_prep_cache = []
self.audio_recorder_and_plugins = AudioRecorderAndVSTs(self)
self.layout.addWidget(self.audio_recorder_and_plugins)
# TalkNet component
if self.talknet_available:
self.try_load_talknet()
self.update_recent_combo()
if len(self.speakers):
self.try_load_speaker(0)
else:
print("No speakers found!")
def pass_editor_ctl(self, status : bool):
self.setEnabled(not status)
# Periodically delete junk files if mic_delfiles is toggled
def try_delete_prep_cache(self):
for f in self.delete_prep_cache:
if os.path.exists(f):
try:
os.remove(f)
self.delete_prep_cache.remove(f)
except PermissionError as e:
continue
def update_f0_switch(self, idx):
f0_option = F0_OPTIONS[idx]
if f0_option == "parselmouth_old":
self.voice_threshold.setText('0.6')
self.svc_model.voice_threshold = 0.6
self.update_voice_thresh()
elif f0_option == "parselmouth_new":
self.voice_threshold.setText('0.3')
self.svc_model.voice_threshold = 0.3
self.update_voice_thresh()
def update_voice_thresh(self):
try:
self.svc_model.voice_threshold = float(self.voice_threshold.text())
except ValueError as e:
# drop conversion errors
# because this seems to be fired on Linux before enter is pressed
pass
def update_files(self, files):
if (files is None) or (len(files) == 0):
return
self.clean_files = files
self.update_file_label()
dir_path = os.path.abspath(os.path.dirname(self.clean_files[0]))
if not dir_path in self.recent_dirs:
self.recent_dirs.appendleft(dir_path)
else:
self.recent_dirs.remove(dir_path)
self.recent_dirs.appendleft(dir_path)
self.recent_combo.setCurrentIndex(self.recent_dirs.index(dir_path))
self.update_input_preview()
self.update_recent_combo()
# Tests for TalkNet connection and compatibility
def try_connect_talknet(self):
import socket
if not REQUESTS_AVAILABLE:
print("requests library unavailable; not loading talknet options")
return False
spl = self.talknet_addr.split(':')
if (spl is None) or (len(spl) == 1):
print("Couldn't parse talknet address "+self.talknet_addr)
return False
ip = spl[0]
port = int(spl[1])
sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
sock.settimeout(5)
try:
result = sock.connect_ex((ip, port))
if result == 0:
print("TalkNet: Successfully found a service on address "
+self.talknet_addr)
sock.close()
return True
else:
print("Could not find TalkNet on address "+self.talknet_addr)
sock.close()
return False
except socket.gaierror:
print("Couldn't connect to talknet address "+self.talknet_addr)
sock.close()
return False
except socket.error:
print("Couldn't connect to talknet address "+self.talknet_addr)
sock.close()
return False
sock.close()
return False
def try_load_talknet(self):
self.talknet_frame = QGroupBox(self)
self.talknet_frame.setTitle("talknet")
self.talknet_frame.setStyleSheet("padding:10px")
self.talknet_lay = QVBoxLayout(self.talknet_frame)
self.character_box = QComboBox()
self.character_label = QLabel("Speaker:")
response = requests.get(
'http://'+self.talknet_addr+'/characters',
timeout=10)
if response.status_code == 200:
try:
self.talknet_chars = json.loads(response.text)
except Exception as e:
self.talknet_available = False
print("Couldn't parse TalkNet response.")
print("Are you running the correct TalkNet server?")
return
for k in self.talknet_chars.keys():