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How to optimize the speech generation speed of Kitten-TTS-Server on devices without NVIDIA graphics cards?

2025-08-19 445
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The speed of speech generation can be optimized on devices without an NVIDIA graphics card by doing the following:

  • Prefer lightweight models: The Kitten-TTS core model is only 25MB, and the default configuration is optimized for the CPU
  • Reasonable setting of chunking parameters: When processing long text, it is recommended that the chunk size be adjusted to 300-500 characters to reduce the pressure of single processing.
  • Turn off real-time waveform display: set in config.yamlui.show_waveform: falseReduces CPU load
  • Deployment with Docker: Usedocker-compose-cpu.ymlPredefined optimized configurations including memory management parameters
  • Upgrading the hardware base: Recommended to use a CPU that supports the AVX instruction set, which can increase the processing speed by about 40%.

With the above adjustments, a stable generation rate of about 500 words per minute can be achieved even on embedded devices such as the Raspberry Pi.

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