Basic SNN functionality in hls4ml (mapped from snntorch)#1470
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bmdillon wants to merge 13 commits intofastmachinelearning:mainfrom
Open
Basic SNN functionality in hls4ml (mapped from snntorch)#1470bmdillon wants to merge 13 commits intofastmachinelearning:mainfrom
bmdillon wants to merge 13 commits intofastmachinelearning:mainfrom
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Description
This PR adds initial PyTorch/SNN support to hls4ml.
It includes conversion support for IF/LIF neuron layers, SNN readout handling, Vivado templates, documentation, tests, and a small example notebook.
Dependencies:
snntorchtorchType of change
Tests
Added pytest coverage for PyTorch SNN parsing, IF/LIF layer handling, scalar/vector beta and threshold values, SNN readout options, and custom PyTorch SNN extension parsing.