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Ming-3.0-tts-tiny

AI ModelsText to SpeechOpen source · Web

Ming-3.0-tts-tiny is a multilingual speech synthesis model with paralinguistic and free-form control. It supports zero-shot voice cloning and voice design, offering explicit control over delivery and speaking style.

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Ming-3.0-tts-tiny is a sophisticated multilingual speech synthesis model developed by inclusionAI. Built on the Ling V3 backbone, it features a mixture-of-experts architecture with 7.9 billion total parameters, activating about 1.3 billion per token. This model supports a wide range of languages, including Chinese, English, German, Spanish, French, Korean, and Japanese, with dialect control for Sichuanese and Cantonese.

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The model offers zero-shot voice cloning from a short reference clip and allows users to design voices from natural-language speaker descriptions. It provides free-form control over delivery and speaking style, with over 100 built-in Chinese voices and five built-in English voices. Users can control various attributes such as emotion, speed, pitch, and volume, and incorporate paralinguistic elements like breath, cough, sigh, and laughter into the synthesis.

Ming-3.0-tts-tiny requires a separate inference environment, utilizing Python 3.10.15, PyTorch, and torchaudio 2.7.1+cu118. The model is distributed via Hugging Face for checkpoint access, while inference setup and usage instructions are available through the associated GitHub repository. The model supports various tasks, including multilingual synthesis, paralinguistic control, podcast dialogue, and more.

Despite its advanced capabilities, the model has limitations in Korean content accuracy and speaker similarity across multilingual and dialect evaluations. Emotion control can be challenging when words lack emotional signals, and podcast audio quality is an area for improvement. The model is released under the MIT license, emphasizing research and legitimate creative use.

  • CategoryText to Speech
  • Pricing ModelOpen source
  • DeploymentCloud
  • PlatformsWeb

  • Mixture of Experts architecture

  • Ling V3 backbone

  • Zero-shot voice cloning

  • Voice design from descriptions

  • Multilingual synthesis

  • Dialect control for Sichuanese and Cantonese

  • Paralinguistic element integration

  • Explicit emotion, speed, pitch, and volume control

  1. Access model: Visit Hugging Face repository

  2. Authenticate: Clone GitHub repository

  3. Set up environment: Install dependencies

  4. Integrate via API: Use Python API or CLI

  5. Optimize: Adjust parameters for tasks

  • Voice Cloning
  • Multilingual Synthesis
  • Podcast Dialogue
  • Paralinguistic Control
  • Voice Design

From Ant Group / inclusionAI

A model in Ming-3.0-tts-0.5B.

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