Compute the min and max singular values of layers

deel-ai / deel-lip

Build and train Lipschitz constrained networks: TensorFlow implementation of k-Lipschitz layers

https://deel-ai.github.io/deel-lip/

MIT License

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Closed franckma31 closed 1 year ago

franckma31 commented 1 year ago

Set of function to compute layer lipschitz constants (and singular values)

dense layer: svd
activation layers: precomputed Lip constant
convolution layers: computation of singular value by computing the equivalent dense matrix followed by svd
unittest