KAN implementation in the TEDEouS #41
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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
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atm we need to find a way out how to properly import efficient-kan to not to take all required code manually and be able to change KAN backbone if it will be the case |
SuperSashka
requested changes
Aug 9, 2024
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
SuperSashka
requested changes
Aug 20, 2024
There was a problem hiding this comment.
It seems that we do not need code here anymore.
Delete custom KAN
Update parameters
Update parameters
Update parameters
SuperSashka
approved these changes
Aug 20, 2024
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1. Change models.py file:
KAN implementation was added to the models.py file. The implementation consists of two classes:
2. Adding examples of equation solutions: