R-VAE icon indicating copy to clipboard operation
R-VAE copied to clipboard

Implement autodetection of number of training examples

Open vigliensoni opened this issue 4 years ago • 2 comments

Since a minimum amount of training data is needed to learn something (i.e., to decrease the loss), a system to duplicate the number of given examples is needed.

As of now, it is not clear what is the minimum amount of data needed. However, preliminary experiments showed that a decent model with only 10 clips was achieved by duplicating the data 64 times (i.e., 640 examples). This number could be less or more, but it can be used to provide the logic of the system.

vigliensoni avatar Mar 19 '20 20:03 vigliensoni

Should be handled here:

https://github.com/vigliensoni/R-VAE/blob/d22363e6fb9b1abd913d6db2c5d47835be3f367a/rhythmvae.js#L143-L169

vigliensoni avatar Mar 19 '20 21:03 vigliensoni

Data duplication is only working when using folders (i.e., at the moment of selecting data), not right before training.

vigliensoni avatar May 25 '20 14:05 vigliensoni