Zero-shot multilingual voice cloning pipeline that translates video narration into international languages while preserving the original speaker's vocal timbre.
| Step 1: Input | Step 2: AI Action | Step 3: Result |
|---|---|---|
Provide 15s reference voice audio in inputs/reference.wav |
KittenTTS 2 extracts acoustic latents and conditions speech synthesis | 3 Studio-quality cloned greetings in English, Hindi, and Spanish |
- Zero-Shot Voice Cloning: Clones any speaker's voice using only a 15-second audio sample.
- 10+ Language Presets: Native support for Spanish, Hindi, German, French, Italian, and more.
- In-Context Conditioning: Preserves original vocal timbre, pitch cadence, and speaker warmth.
- 100% Local Inference: Runs entirely offline on your local machine with zero cloud API fees.
- Studio Audio Quality: Generates 24 kHz speech with natural human cadence and timbre matching.
- AI Model: KittenTTS 2 (
KittenML/kitten-tts-2) - Framework:
kittenmlPython runtime (Torch & CUDA accelerated) - Audio Processing:
soundfile,torchaudio - Media Normalization: FFmpeg (24 kHz mono reference extraction)
Copy and run the following command in Windows Antigravity PowerShell to install dependencies:
pip install kittenml soundfile torchaudioThe official KittenTTS("KittenML/kitten-tts-2") engine automatically downloads and caches the verified model weights directly from Hugging Face on the first run.
If you prefer downloading model weights ahead of time:
hf download KittenML/kitten-tts-2 --local-dir models/kitten-tts-2- Place your 15-second speaker reference audio into
inputs/reference.wav. - Run the voice cloning pipeline:
python main.pyThe script will generate 3 cloned greeting audio files inside the outputs/ folder:
outputs/greeting_english.wav(English hook)outputs/greeting_hindi.wav(Hindi hook)outputs/greeting_spanish.wav(Spanish hook)
Kitten TTS 2/
├── inputs/
│ └── reference.wav
├── outputs/
│ ├── greeting_english.wav
│ ├── greeting_hindi.wav
│ └── greeting_spanish.wav
├── main.py
└── README.md
- Global YouTube Localization: Translate tutorial and commentary videos into Spanish, German, and Hindi while retaining your distinct voice.
- Multilingual Audiobooks: Convert book chapters into global editions with character emotion preservation.
- E-Learning & Course Creation: Localize entire video lecture catalogs for international students without re-recording.
- Game Character Voiceovers: Generate dialogue in multiple regional dialects with expressive vocal tags.
- Private Corporate Presentations: Dub internal executive briefings securely without uploading voice data to cloud providers.
- Automatic Lip Sync: Integrate Wav2Lip for matching speaker mouth movements to translated audio.
- Real-time Whisper Transcription: Auto-transcribe video speech to text before translation and dubbing.
- Live Streaming Dubber: Sub-500ms streaming audio translation for live broadcasts.
- Speaker Diarization: Multi-speaker detection to clone multiple conversational voices within a single video.
- Dynamic Prosody Editor: Visual UI to adjust pitch contours and speech cadence per sentence.
KittenTTS 2 Voice Cloning Local AI TTS Text to Speech Zero-Shot Voice Cloning Multilingual TTS Offline Audio KittenML Speech Synthesis Voice Dubbing AI Voice