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Initial commit of voice conversion demo
Browse files- .gitignore +1 -0
- README.md +3 -3
- __init__.py +0 -0
- app.py +94 -0
- references/cate_blanchett.wav +0 -0
- references/george_clooney.wav +0 -0
- references/james_earl_jones.wav +0 -0
- references/kratos.wav +0 -0
- references/meryl_streep.wav +0 -0
- references/mike_rowe.wav +0 -0
- references/nikole_kidman.wav +0 -0
- references/sam_elliott.wav +0 -0
- requirements.txt +4 -0
- setup.cfg +12 -0
- vc_service_request.py +95 -0
.gitignore
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__pycache__
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README.md
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---
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title: Voice Conversion Service
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emoji:
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colorFrom: blue
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colorTo:
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sdk: gradio
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sdk_version: 3.32.0
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app_file: app.py
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pinned: false
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---
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-
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---
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title: Voice Conversion Service
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emoji: 💬
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colorFrom: blue
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colorTo: yellow
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sdk: gradio
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sdk_version: 3.32.0
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app_file: app.py
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pinned: false
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---
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Interactive demo for Voice Conversion service by Balacoon.
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__init__.py
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File without changes
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app.py
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"""
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Copyright 2023 Balacoon
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Voice Conversion service interactive demo
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"""
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import glob
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import logging
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import os
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import gradio as gr
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from vc_service_request import vc_service_request
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script_dir = os.path.dirname(os.path.abspath(__file__))
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def main():
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logging.basicConfig(level=logging.INFO)
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with gr.Blocks() as demo:
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gr.Markdown(
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"""
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<h1 align="center">Balacoon🦝 Voice Conversion</h1>
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Welcome to the live demo of Balacoon's Voice Conversion service.
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Check out our [website](https://balacoon.com/demo/#voice-conversion)
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to learn more.
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Voice Conversion allows you to transform your own voice
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into the voice of another person using just a single sample.
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For optimal results, we recommend using clean audio files in English.
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Here's how it works:
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1. Begin by recording your voice.
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2. Select an audio sample that represents the target voice you want to convert to.
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3. Click the "Convert" button and listen to the result!
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If you are interested to plug in Voice Conversion
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service into your own application, don't hesitate to get in touch with us at
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[[email protected]](mailto:[email protected])
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"""
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)
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with gr.Row():
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with gr.Column(variant="panel"):
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src_audio_mic = gr.Audio(source="microphone", label="Record your voice")
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src_audio_file = gr.Audio(
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source="upload", label="Or upload audio to convert"
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)
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with gr.Column(variant="panel"):
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tgt_audio_file = gr.Audio(
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source="upload", label="Select audio with target voice"
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)
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tgt_examples_paths = glob.glob(
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os.path.join(script_dir, "references", "*.wav")
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)
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gr.Examples(
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tgt_examples_paths,
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inputs=[tgt_audio_file],
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)
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with gr.Row():
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convert_btn = gr.Button("Convert")
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with gr.Row():
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result_audio = gr.Audio()
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def voice_conversion(src_from_mic_, src_from_file_, tgt_from_file_):
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"""
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helper function which checks where source come from
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"""
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src_ = None
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if src_from_mic_:
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src_ = src_from_mic_
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elif src_from_file_:
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src_ = src_from_file_
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tgt_ = tgt_from_file_
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if not src_ or not tgt_:
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logging.warning("source or target are not provided")
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return
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return vc_service_request(src_, tgt_)
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convert_btn.click(
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voice_conversion,
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inputs=[src_audio_mic, src_audio_file, tgt_audio_file],
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outputs=result_audio,
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)
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demo.queue(concurrency_count=1).launch()
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if __name__ == "__main__":
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main()
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references/cate_blanchett.wav
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Binary file (401 kB). View file
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references/george_clooney.wav
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Binary file (343 kB). View file
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references/james_earl_jones.wav
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Binary file (402 kB). View file
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references/kratos.wav
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Binary file (411 kB). View file
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references/meryl_streep.wav
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Binary file (398 kB). View file
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references/mike_rowe.wav
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Binary file (453 kB). View file
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references/nikole_kidman.wav
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Binary file (439 kB). View file
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references/sam_elliott.wav
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Binary file (461 kB). View file
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requirements.txt
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numpy==1.23.2
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resampy==0.4.2
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streamlit==1.22.0
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websockets==10.3
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setup.cfg
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[flake8]
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max_complexity=10
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per-file-ignores=__init__.py:F401,F403
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ignore = E203,W503
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max-line-length=119
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[isort]
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profile=black
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line_length=119
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[mypy]
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ignore_missing_imports = True
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vc_service_request.py
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"""
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Copyright 2023 Balacoon
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contains implementation
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for voice conversion request
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"""
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import asyncio
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import base64
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import hashlib
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import json
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import ssl
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import time
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from typing import Tuple
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import numpy as np
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import resampy
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import streamlit as st
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import websockets
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def prepare_audio(audio: Tuple[int, np.ndarray]) -> np.ndarray:
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"""
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ensures that audio is in int16 format, 16khz mono
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"""
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sr, wav = audio
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# ensure proper type
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if wav.dtype == np.int32:
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max_val = np.max(np.abs(wav))
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mult = (32767.0 / 2**31) if max_val > 32768 else 1.0
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wav = (wav.astype(np.float32) * mult).astype(np.int16)
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elif wav.dtype == np.float32 or wav.dtype == np.float64:
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mult = 32767.0 if np.max(np.abs(wav)) <= 1.0 else 1.0
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wav = (wav * mult).astype(np.int16)
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# ensure proper sampling rate
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if sr != 16000:
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wav = (wav / 32768.0).astype(np.float)
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wav = resampy.resample(wav, sr, 16000)
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wav = (wav * 32768.0).astype(np.int16)
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return wav
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def create_signature(api_secret: str) -> str:
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"""
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helper function that creates signature,
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required to authentificate the request
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"""
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int_time = int(time.time() / 1000)
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signature_input = (st["api_secret"] + str(int_time)).encode()
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signature = hashlib.sha256(signature_input).hexdigest()
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return signature
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async def async_service_request(source: np.ndarray, target: np.ndarray) -> np.ndarray:
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ssl_context = ssl.create_default_context()
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async with websockets.connect(
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st["endpoint"], close_timeout=1024, ssl=ssl_context
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) as websocket:
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request_dict = {
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"source": base64.b64encode(source.tobytes()).decode("utf-8"),
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"target": base64.b64encode(target.tobytes()).decode("utf-8"),
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"api_key": st["api_key"],
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"signature": create_signature(),
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}
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request = json.dumps(request_dict)
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await websocket.send(request)
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# read reply
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result_lst = []
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while True:
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try:
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data = await websocket.recv()
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result_lst.append(np.frombuffer(data, dtype="int16"))
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except websockets.exceptions.ConnectionClosed:
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break
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if data is None:
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break
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result = np.concatenate(result_lst) if result_lst else None
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return result
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def vc_service_request(
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source_audio: Tuple[int, np.ndarray], target_audio: Tuple[int, np.ndarray]
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) -> Tuple[int, np.ndarray]:
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"""
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prepares audio (has to be 16khz mono)
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and runs request to a voice conversion service
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"""
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src = prepare_audio(source_audio)
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tgt = prepare_audio(target_audio)
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res = asyncio.run(async_service_request(src, tgt))
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return 16000, res
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