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Releases: DAI-Lab/Cents

v1.0.1 – 2025-07-29

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@Chrisschmit Chrisschmit released this 29 Jul 15:51

Features

  • ACGAN model implementation for fast time series generation
  • Diffusion-TS model for high-fidelity time series generation
  • Context-aware Normalizer for data preprocessing
  • Pre-trained Watts model series available on Hugging Face Hub
  • PyTorch Lightning training pipeline with Hydra configuration
  • Comprehensive evaluation framework with discriminative and predictive scores
  • PecanStreet dataset integration with preprocessing pipeline
  • Model registry system with decorator-based registration
  • DataGenerator API for easy synthetic data generation
  • Improved documentation

Models Available on HF Hub

  • Watts_1_1D: ACGAN-based 1D electricity consumption
  • Watts_1_2D: ACGAN-based 2D consumption + generation
  • Watts_2_1D: Diffusion-TS 1D consumption
  • Watts_2_2D: Diffusion-TS 2D consumption + generation