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Deep Statial-Temporal Forecast Model of Traffic Flow (DeepSTF)

Data Set

https://outreach.didichuxing.com/app-vue/HaiKou?id=999

Requirements

  • Torch == 1.2.0
  • TorchVision==0.4.0
  • NumPy == 1.18.1
  • Python == 3.7

install

pip install -r requirements.txt

Run

python3 main.py

Directory Structure

├── data                     // Data set
├── model            
    ├── DeepSTF.py           // The model of DeepSTF
    ├── TCN.py               // The model of TCN
├── process                  
    ├── train.py             // Train model
    ├── evaluate.py          // Evalute model
├── utils
    ├── data_load.py         // Load data set 
    ├── utils.py             // Custom method
├── main.py                  // Main method
├── config.json              // Config information
├── requirements.txt         // Project interpreter
├── README.md                // Introduction

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