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IONN v1.0
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@jinevening jinevening released this 18 Sep 09:03
· 3 commits to master since this release
v1.0
be82001

This release includes the implementation of IONN (Incremental Offloading of Neural Network), which was proposed by the paper titled "IONN: Incremental Offloading of Neural Network Computations From Mobile Devices to Edge Servers" published in SoCC (ACM Symposium on Cloud Computing) 2018.

The repository merely consists of two submodules: IONN-client and IONN-server. Each submodule runs on the mobile device (ARM) and the server (x86), respectively.

This repo supports following features:

  • collaborative execution of a DNN model between client and server
  • shortest path-based partitioning algorithm to minimize execution latency
  • dominator-based merging for parallel DNN layers
  • incremental uploading of a DNN model from client to server
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