Implement periodic and ple numeric embeddings #34
Conversation
This file contains hidden or 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
…yers Co-authored-by: piotr.laczkowski <piotr.laczkowski@gmail.com>
|
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Outdated suggestions cannot be applied.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.
Describe your changes shortly
This PR introduces Periodic and Parameterized Linear Expansion (PLE) numeric embeddings, along with an Advanced Combined Embedding layer. These new capabilities enhance KDP's performance on tabular tasks by providing sophisticated ways to model numerical features, aiming to close the performance gap between MLPs/Transformers and tree-based models.
The changes include:
PeriodicEmbedding,PLEEmbedding, andAdvancedNumericalEmbeddinglayers.kdp/features.py,kdp/layers_factory.py, andkdp/processor.pyfor flexible usage.Checklist
My code follows all rules defined in:
Learn more about Cursor Agents