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Mv optimizer from the network level to the layer level #184

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@jvdp1 jvdp1 commented Jun 14, 2024

As discussed, here is a draft in which I suggst to moved the optimizer from the network level to the layer level.

This is just a draft with an implementation for the dense layer only.

Here are the wall clock times using my dataset (with 2 hidden dense layers):

v0.17.0

  • Forward + backward: 4.79s
  • Update: 4.59s

Current PR

  • Forward + backward: 4.81s
  • Update: 1.40s

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