Spiking-Neural-Network-on-FPGA

Development environment

• Vivado 2025.1, Vitis HLS 2025.1
• PYNQ-Z2 (Xilinx Zynq-7000)

Description

Voltage-based neuron models To-be-filled

To-Do

• Implement excitatory neuron
• Implement inhibitory neuron
• Implement Spike Timing Dependent Plasticity for weight update (w/o eligibility trace)
• Implement interface to communicate with PC (Linux)
• Make testbenches for neuron core
• Make testbenches for interfaces
• Weight loading from files (PyTorch)
• PyTorch inference example
• PyTorch train example
• To-be-filled

How to use

NOT IMPLEMENTED YET

1. Clone this repository

$ git clone https://github.com/metr0jw/Spiking-Neural-Network-on-FPGA.git

To-be-filled

License

MIT License

Author

Jiwoon Lee