sdv helper function for generating generator-discriminator loss charts #1828
Labels
feature:evaluation
Related to running metrics or visualizations
feature request
Request for a new feature
Milestone
Problem Description
When working with GAN models in sdv, visualizing the loss for the generator & discriminator help you understand GAN model performance and what experiment to try next.
Creating a good looking generator-discriminator loss chart requires you to import a viz library, plot the dataframe of loss values, and tweak a bunch of chart settings. Example of one such chart from the interpreting progress of CTGANs post
This was the code needed to make this chart:
Suggested Improvement
It would be great if there was a function in sdv itself that did all this for the user. We've done this for other evaluation plots, like so: https://docs.sdv.dev/sdv/single-table-data/evaluation/visualization
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