MOHaM

Multi-Objective Hardware-Mapping Co-Optimisation for Multi-DNN Workloads on Chiplet-based Accelerators.

Setup

Clone repository

git clone --recurse-submodules https://github.com/Haimrich/moham.git
cd moham

Start Docker container. You can also use a devcontainer. Alternatively, you can check Dockerfile and install dependencies in a Ubuntu system.

cd docker
docker-compose run --rm moham bash

Compile MOHaM executable

cd moham
mkdir build && cd build
cmake .. && make -j8

Run Example

cd experiments
./build/moham config.yaml -o ../output

Plot Results

In the scripts folder you can find useful notebooks to plot the results.

Citation

If you find this repository useful please cite:

A. Das, E. Russo, and M. Palesi, Multi-Objective Hardware-Mapping Co-Optimisation for Multi-DNN Workloads on Chiplet-Based Accelerators. in IEEE Transactions on Computers, vol. 73, no. 8, pp. 1883-1898, Aug. 2024, doi: 10.1109/TC.2024.3386067.

@article{moham2024,
  author={Das, Abhijit and Russo, Enrico and Palesi, Maurizio},
  journal={IEEE Transactions on Computers}, 
  title={Multi-Objective Hardware-Mapping Co-Optimisation for Multi-DNN Workloads on Chiplet-Based Accelerators}, 
  year={2024},
  volume={73},
  number={8},
  pages={1883-1898},
  doi={10.1109/TC.2024.3386067}
}