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FAQs from the customers. #167

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ssinhaleite opened this issue Dec 5, 2023 · 1 comment
Open
1 of 4 tasks

FAQs from the customers. #167

ssinhaleite opened this issue Dec 5, 2023 · 1 comment

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@ssinhaleite
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ssinhaleite commented Dec 5, 2023

We can add the answers of these FAQs into the documentation of sinabs-dynapcnn

  • How to leak the neurons in the CNN.
  • How to achieve Recurrencies architechture.
  • Bandwidth of the devkit.
  • Speck + INIVATION DVS camera demo
@bauerfe
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bauerfe commented Nov 6, 2024

I will provide some inputs here for the remaining three points:

How to achieve Recurrencies architechture.
Currently (and event after merging nonseq branch), this is not supported by sinabs. The problem that would have to be solved is how to simulate such a network in software. For just deploying the model on chip, there is a workaround: Define the model without recurrent connections first and instantiate a DynapcnnNetwork instance. When deploying, provide a config_modifier to the to method.

Bandwidth of the devkit.
Typically around 30M SynOps/s. Some devkits have one or two cores (layers) where this limit is about twice as high.

Speck + INIVATION DVS camera demo
This will require manual setup of a samna graph and I don't see this feature being added to sinabs any time soon.

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