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Follow-up on analog info #336

@maljoras

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@maljoras

Description and motivation

#316 introduced an analog info functionality. Going forward, we might want to enhance it further by adding the following aspects:

  • Add some more summary info like remaining digital-MACs, total number of analog tile mat-vecs
  • User-definable "columns" to select only some of the columns to display
  • Improve on layout, e.g. the (- - - ) first entry of the tile section is a little confusing
  • Count also the peripheral digital ops (e.g noise management, bound management)
  • Currently only forward pass is counted, but backward / update would be interesting to add for analog training
  • Add other specifics for analog training with analog optimizers (tiki-taka / mixed precision) which need additional tiles internally and additional digital ops

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