How to run the pipeline without Y (class) labels

I want to train timeVQVAE using my custom dataset to generate synthetic time series data unconditionally (without any class labels). 

My data is multi-variate time series without any classes. After going through the codebase, It is still unclear how the pipeline would work without class labels?
I would appreciate it if someone could point me in the right direction here, Thanks.