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Compute the min and max singular values of layers #81

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merged 7 commits into from
Oct 27, 2023

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franckma31
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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

@franckma31 franckma31 requested review from cofri and thib-s October 10, 2023 10:59
@cofri cofri force-pushed the feat/compute_layer_sv_bis branch from d1c7c84 to e33c69a Compare October 17, 2023 16:47
@cofri cofri changed the title Feat/compute layer sv bis Compute the min and max singular values of layers Oct 17, 2023
@cofri cofri force-pushed the feat/compute_layer_sv_bis branch from e33c69a to f9c12e6 Compare October 27, 2023 14:11
@thib-s thib-s force-pushed the feat/compute_layer_sv_bis branch from f9c12e6 to d32f213 Compare October 27, 2023 14:45
@thib-s thib-s merged commit d8da411 into master Oct 27, 2023
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@cofri cofri deleted the feat/compute_layer_sv_bis branch October 27, 2023 16:11
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3 participants