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fpga_snn_models

A repository FPGA-friendly SNN models

Requirements

  • Python 3
  • NumPy
  • PyTorch
  • BindsNET

Scripts

snn_simulation.py

A script to simulate the network to get the approximate integer weights to load onto the FPGA.

snn_weight_analysis.py

A script to extract the weights from the network and convert them into 16 bit hex values.

snn_fpga_simulation.py

A script to test the extracted weights with the original test data and evaluate the classification accuracy.