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qiuqiao / SOFA

SOFA: Singing-Oriented Forced Aligner
MIT License
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Training stopped before it even started. Please help to find out what is the reason? #24

Closed Oliver0621 closed 4 months ago

Oliver0621 commented 4 months ago

I have added the full_label, weak_label and no_label data normally. And binarize.py was successfully executed. The following is the result. image

I have not modified the train_config.yaml configuration file.

I'm going to use a pretrained model for fine-tuning. The following result appeared, and then it paused. What is the problem?

image

qiuqiao commented 4 months ago

This looks like an error caused by missing data in the dataloader, in other words, there is too little data. In fact, SOFA currently does not recommend training with such a small amount of data, as it is very likely to cause overfitting. The next version of SOFA may support fine-tuning with a small amount of data before inference, but in the current version, we advise users to prepare sufficient data before training.

Oliver0621 commented 4 months ago

OK, how long is the appropriate amount of data required? 30 minutes of audio in total? Or a total of 1 hour of audio?

qiuqiao commented 4 months ago

About 30 minutes.