Reputation: 21
Is there a way to create a parallel coordinates plot in TRAINS (https://github.com/allegroai/trains) package to compare several hyper-parameters in respect to a specific metric?
Upvotes: 2
Views: 78
Reputation: 634
Declaimer: I'm a member of TRAINS team
I'm assuming something like https://plot.ly/python/sankey-diagram/#more-complex-sankey-diagram
Unfortunately it is not supported yet, you can always add a request in the GitHub issues.
That said, based on this example You could have 3 axis of hyper-parameter comparison (number_layers, lr_rate, accuracy):
Task.current_task().get_logger().report_scatter3d(
"performance", "accuracy", iteration=0,
mode='markers', scatter=[(number_layers, lr_rate, accuracy)])
Or use the custom column option, and add one the hyper-parameter as an additional column.
Upvotes: 1