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如何利用Spark-TTS训练自定义语音模型?

2025-08-30 1.7 K

自定义模型训练指南

训练Spark-TTS自定义语音模型需要以下步骤:

  • Data preparation::
    • 收集文本(.txt)和对应音频(.wav)数据集
    • 确保音频质量一致,文本与语音精准匹配
  • Configuration parameters::
    • 编辑config.json文件或直接修改脚本参数
    • 设置学习率、批次大小等关键超参数
  • priming training:执行类似python train.py --data_path ./dataset --output_model my_model的命令
  • 模型应用:训练完成后,使用--model my_model.pth参数调用新模型

Caveats:
1. 训练时间随数据量和硬件性能变化,GPU大幅加速训练
2. 建议先在小数据集上测试训练流程
3. 可参考其他TTS项目的训练技巧优化效果

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