Skip differentiation of terms needed in SplineLayer #82
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
These happen to be the ones that Zygote could already handle and do not have numerical stability issues. https://github.com/SciML/DiffEqFlux.jl/blob/e7cbc6170429c2e72b59f0bdda832845431d378f/src/spline_layer.jl#L19-L20 We should extend the rrule to include derivatives of the coefficients instead of the `DoesNotExist()` as it will decrease the complexity on the source code rewriting and ensure we get numerical stability, but for now this gets tests passing.
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
These happen to be the ones that Zygote could already handle and do not have numerical stability issues.
https://github.com/SciML/DiffEqFlux.jl/blob/e7cbc6170429c2e72b59f0bdda832845431d378f/src/spline_layer.jl#L19-L20
We should extend the rrule to include derivatives of the coefficients instead of the
DoesNotExist()as it will decrease the complexity on the source code rewriting and ensure we get numerical stability, but for now this gets tests passing.