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How to achieve speech synthesis for multiple podcast characters and maintain timbre consistency?

2025-08-23 1.7 K
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A practical approach to building a multi-role voice system

For audiobook or multi host podcast scenarios, a stable multi-role voice library can be built by following the steps below:

  • Infrastructure phase:
    1. Collect at least 20 minutes of pure voice samples for each target character
    2. Create a separate catalog structure for training datasets
    3. Create an exclusivedata/tts_sft_data_xx.jsonconfiguration file
  • Model training program:
    • Scenario A: Train SFT models individually for each character
    • Option B: Train a single model using a mixture of multi-speaker data (requires modification of model architecture)
  • Reasoning phase management:
    1. Creating Roles - Reference Audio Mapping Table
    2. Strict matching when calling the APIref_wav_pathwith training data
    3. available atprompt_textAdding character identifiers to enhance features

For scenarios that require frequent character switching, it is recommended that each model be deployed as an independent API endpoint, with load balancing to achieve efficient invocation. This solution has been validated in audiobook production, which can maintain the stability of 10+ character tones at the same time.

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