KAN refinement #44
Merged
KAN refinement #44
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
KAN implementation was added to the models.py file. The implementation consists of two classes: 1. class KANLinear - realization of a linear layer using Kolmogorov-Arnold splines. It allows to model nonlinear dependencies between input and output data using splines. 2. class KAN - realization of multilayer network using Kolmogorov-Arnold splines.
Adding an example of solving the wave equation using KAN.
Adding an example of solving the Bürgers equation using KAN.
Update model.py
Adding git modules: kan, efficient_kan, fast_kan
Update kan example
Create efficient kan example
Update burgers inverse kan example
Create burgers inverse example
This reverts commit 8d7a28f.
Create burgers inverse efficient kan example
Update requirements
Update requirements
Adding condition for fast kan
Adding some attributes for different models
Adding some attributes for different models
Update efficient kan example
Update kan parameters in wave physics kan example
Create wave physics fast kan example
Delete custom KAN
Update parameters
Update parameters
Update parameters
Create burgers inverse example with fast kan model
Update some parameters
Create Lotka-Volterra example with KAN
Create Lotka-Volterra example with efficient KAN
Create Lotka-Volterra example with fast KAN
Change some parameters in fast kan model
|
Only experiments parameters change. Good to go. |
SuperSashka
approved these changes
Oct 3, 2024
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Outdated suggestions cannot be applied.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.
Adding some examples used KAN models.