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collect_data_for training.py
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import pyaudio
from vtube_studio.vts import VTS_API
import asyncio
import wave
import keyboard
import time
from ai.vtubernet import DEFAULT_DURATION, DEFAULT_SAMPLE_RATE
URL = "ws://localhost:8001/"
MIC_INPUT = "Enter Audio Input Here"
async def main():
async with VTS_API(URL) as vtube_studio:
pa = pyaudio.PyAudio()
desired_device_name = MIC_INPUT
desired_device_index = None
for i in range(pa.get_device_count()):
device_info = pa.get_device_info_by_index(i)
if desired_device_name in device_info["name"]:
desired_device_index = i
break
duration = DEFAULT_DURATION
sample_rate = DEFAULT_SAMPLE_RATE
buffer_size = int(duration * sample_rate)
sample_format = pyaudio.paFloat32
channels = 1
stream = pa.open(
format=sample_format,
channels=channels,
rate=sample_rate,
frames_per_buffer=buffer_size,
input_device_index=desired_device_index,
input=True
)
stream.start_stream()
bytes_buffer = bytes()
params_buffer = []
start = 0
while True:
print(str(time.time()-start))
while time.time() - start < .1:
await asyncio.sleep(.001)
start = time.time()
data = stream.read(buffer_size)
bytes_buffer += data
raw_params = await vtube_studio.get_parameters()
params = []
for param in raw_params:
if param[0] in vtube_studio.model_params:
params.append(param[1])
params_buffer.append(params)
if keyboard.is_pressed('del'):
break
stream.stop_stream()
stream.close()
with wave.open('training_data.wav', mode='wb') as wav_file:
wav_file.setnchannels(channels)
wav_file.setsampwidth(pa.get_sample_size(sample_format))
wav_file.setframerate(sample_rate)
wav_file.writeframes(bytes_buffer)
pa.terminate()
with open("training_data.txt", "a") as file:
for params in params_buffer:
file.write(", ".join(map(str, params)))
file.write("\n")
if(__name__ == '__main__'):
asyncio.run(main())