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Xilinx
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finn
Dataflow compiler for QNN inference on FPGAs
https://xilinx.github.io/finn
BSD 3-Clause "New" or "Revised" License
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Adding tutorial/jupyter notebook about folding
#827
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shashwat1198
closed
1 year ago
shashwat1198
commented
1 year ago
The new notebook tutorial contains:
Explanation about Folding in FINN (parallelization parameters PE/SIMD).
Extend the MLP example used in the cybersecurity notebook and show how it can be optimized for latency improvement by adjusting these parameters.
Demonstrate trade-off for this improvement against the change in resource utilization.
Explanation of '
StreamingDataWidthConverters
' and under what conditions are they inserted is also discussed here with an example.
A table containing the information of how the different layers are constrained by the parallelization parameters has been included in the notebook.
The new notebook tutorial contains: