Reputation: 913
What is the difference between clipnorm and clipval.
Ex: opt = SGD(lr=0.01, momentum=0.9, clipnorm=1.0)
Upvotes: 4
Views: 6198
Reputation: 2632
Incase of clipnorm
, the l2 norm of the gradients is capped at the specified value.
While clipvalue
caps the gradient values such that they don't exceed the specified value
Upvotes: 8