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ece594Neuromorphic

Graph Processing on Neuromorphic Hardware

Instructions on Datasets

  • We used three datasets for our evaluation located in "datasets" folder. Please use the .txt files with weights included.

Instructions to run the software simulaton

  • python src/SSSPWithPath.py ../datasets/smallKroneckerWeighted.txt 32
  • Specify the path to dataset
  • Specify the total number of nodes in the graph

Final Project Report and Slides (Due Dec 4)

Dataset creation

  • Abanti created a dataset folder with small synthetic datasets.

Brian python simulation:

  • Abanti wrote and tested neuromorphic SSSP on a small graph.
  • Another teammate will write a baseline CPU SSSP to produce reference outputs for checking correctness of neuromorphic SSSP.

FPGA simulation:

  • Kenny will work on it.

Project Proposal (due Nov 14) (DONE):

  • Abanti opened an overleaf latex repo and here is the editable link: https://www.overleaf.com/3789364254dhcjnxgschrx
  • Abanti will take care of writing the project proposal and ask for help from others for editing, reviewing, writing any specific section, and any suggestions for change.

Related papers:

  1. https://sc18.supercomputing.org/proceedings/workshops/workshop_files/ws_pmes104s1-file1.pdf
  2. https://dl.acm.org/citation.cfm?id=3269471
  3. https://arxiv.org/abs/1903.10574
  4. https://ieeexplore.ieee.org/document/8259423
  5. https://arxiv.org/abs/1711.07361