Davidham3 / Stgcn
Licence: gpl-3.0
implementation of STGCN for traffic prediction in IJCAI2018
Stars: ✭ 87
Programming Languages
python
139335 projects - #7 most used programming language
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STGCN
This is an mxnet version implementation of Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting which has been accepted by IJCAI 2018.
Dataset
dataset comes from STGCN_IJCAI-18.
Requirements
mxnet >= 1.4.1, mxboard and scipy
or
Docker with nvidia-docker
Usage
Unzip datasets before you run the code.
cd datasets
tar -zxvf PeMSD7.tar.gz
python main.py
or use docker:
# build
cd docker
docker build -t stgcn/mxnet:1.4.1_gpu_cu100_mkl_py35 .
# run
cd ..
docker run -d -it --rm --runtime=nvidia -v $PWD:/mxnet --name stgcn stgcn/mxnet:1.4.1_gpu_cu100_mkl_py35 python3 main.py
docker logs stgcn
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