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ROADMAP.md

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📝 TODO

  • Feature| Support more single-table data synthetic models
    • OCT-GAN Model
    • CTAB-GAN Model
    • Table-GAN Model

🚧 Doing

  • Feature| Support multi-table data synthesis
  • Feature| Support more single-table data synthetic models - TVAE Model

✅ Done

  • Enhance| Hundred Thousand Level Discrete Data supported Gaussian Copula
  • Docs| Improved CONTRIBUTING documentation with 4+1 view and overview diagram
  • Enhance| Automatic identification and handling of fixed relationships
  • Feature| Support for single-table data synthesis based on CTGAN
  • Feature| Support for single-table data synthesis based on GaussianCopula
  • Feature| Support for single-table data synthesis without real data based on LLM
  • Enhance| Billion-Level-Data supported CTGAN
  • Enhance| Numeric Data Inspection and introduce positive/negative filtering
  • Enhance| Add NonValueTransformer reverse conversion with NAN_VALUE replacement
  • Enhance| Add ConstInspector and ConstValueTransformer for handling constant columns
  • Enhance| Data handling with empty column inspector and transformer
  • Enhance| Add ChnPiiGenerator and enhance models

🌟 Longterm

  • Feature| Establishing an evaluation system for privacy metric
  • Feature| Establishing an evaluation system for synthesis quality metric