Multi-correlation Synchronous Graph Attention Networks for Traffic Prediction

Data

1. Download from:
2. Unzip and move to ./data/

Usage

1. Create directories:

   mkdir -p checkpoints/pems{d3,d4,d7,d8,-bay}

2. Train on a single GPU:

   # PEMSD4
   python3 ./main.py --data data/pemsd4/pemsd4.npz --adj data/pemsd4/pemsd4.csv \
       --checkpoints checkpoints/pemsd4 --nodes 307 --channels 3 --batch 64 \
       --workers 4 --gpu 0

3. Train on multiple GPUs:

   # PEMSD4
   python3 ./main.py --data data/pemsd4/pemsd4.npz --adj data/pemsd4/pemsd4.csv \
       --checkpoints checkpoints/pemsd4 --nodes 307 --channels 3 --batch 64 \
       --workers 4 --gpus 0,1,2,3

Paper

• arxiv

Citation

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Checkpoints

• PEMSD3, 2080TI-11G:
• PEMSD4, 2080TI-11G:
• PEMSD7, 2080TI-11G:
• PEMSD8, 2080TI-11G: