mirror of https://github.com/czzhangheng/STDEN.git
40 lines
820 B
Markdown
40 lines
820 B
Markdown
# STDEN
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This is pandaif.com in paper Towards Physics-guided Neural Networks for Traffic Flow Prediction.
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## Requirement
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* scipy>=1.5.2
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* numpy>=1.19.1
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* pandas>=1.1.5
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* pyyaml>=5.3.1
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* pytorch>=1.7.1
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* future>=0.18.2
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* torchdiffeq>=0.2.0
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Dependency can be installed using the following command:
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```
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pip install -r requirements.txt
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```
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## Model Traning and Evaluation
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One can run the code by
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```bash
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# traning for dataset GT-221
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python stden_train.py --config_filename=configs/stden_gt.yaml
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# testing for dataset GT-221
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python stden_eval.py --config_filename=configs/stden_gt.yaml
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```
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The configuration file of all datasets are as follows:
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|dataset|config file|
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|GT-221|stden_gt.yaml|
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|WRS-393|stden_wrs.yaml|
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|ZGC-564|stden_zgc.yaml|
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PS: The data is not public and I am not allowed to distribute it.
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