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| import gradio as gr | |
| import torch | |
| import os | |
| import zipfile | |
| import requests | |
| from TTS.api import TTS | |
| from pydub import AudioSegment | |
| # Set environment variable | |
| os.environ["COQUI_TOS_AGREED"] = "1" | |
| # Define constants | |
| MODEL_PATH = "tts_models/multilingual/multi-dataset/xtts_v2" | |
| LANGUAGES = ["en", "es", "fr", "de", "it", "pt", "pl", "tr", "ru", "nl", "cs", "ar", "zh-cn", "ja", "hu", "ko", "hi"] | |
| AUDIO_FORMATS = [".wav", ".mp3", ".flac", ".mp4"] | |
| # Automatically detect and use GPU if available | |
| device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") | |
| print(f"Using device: {device}") | |
| # Load TTS model | |
| tts = TTS(MODEL_PATH).to(device) | |
| def convert_to_wav(audio_file): | |
| # Extract file extension | |
| file_extension = os.path.splitext(audio_file)[-1].lower() | |
| # Convert audio file to .wav format | |
| if file_extension != ".wav": | |
| audio = AudioSegment.from_file(audio_file) | |
| audio.export("temp.wav", format="wav") | |
| os.remove(audio_file) | |
| audio_file = "temp.wav" | |
| return audio_file | |
| def clone(text, url, language): | |
| # Download zip file | |
| response = requests.get(url) | |
| with open("temp.zip", "wb") as f: | |
| f.write(response.content) | |
| # Extract audio file from zip archive | |
| with zipfile.ZipFile("temp.zip", "r") as zip_ref: | |
| for file in zip_ref.namelist(): | |
| if os.path.splitext(file)[-1].lower() in AUDIO_FORMATS: | |
| zip_ref.extract(file, ".") | |
| audio_file = file | |
| break | |
| # Convert audio file to .wav format | |
| audio_file = convert_to_wav(audio_file) | |
| # Generate audio using TTS model | |
| tts.tts_to_file(text=text, speaker_wav=audio_file, language=language, file_path="./output.wav") | |
| # Clean up | |
| os.remove(audio_file) | |
| os.remove("temp.zip") | |
| return "./output.wav" | |
| # Create Gradio interface | |
| iface = gr.Interface( | |
| fn=clone, | |
| inputs=["text", gr.components.Text(label="URL"), gr.Dropdown(choices=LANGUAGES, label="Language")], | |
| outputs=gr.Audio(type='filepath'), | |
| title='Voice Clone', | |
| description=""" by [Angetyde](https://youtube.com/@Angetyde?si=7nusP31nTumIkPTF) and [Tony Assi](https://www.tonyassi.com/ ) use this colab with caution <3. """, | |
| theme=gr.themes.Base(primary_hue="teal", secondary_hue="teal", neutral_hue="slate") | |
| ) | |
| # Launch Gradio interface | |
| iface.launch(share=True) |