Releases: DAI-Lab/Cents
Releases · DAI-Lab/Cents
Release list
v1.0.1 – 2025-07-29
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 consumptionWatts_1_2D: ACGAN-based 2D consumption + generationWatts_2_1D: Diffusion-TS 1D consumptionWatts_2_2D: Diffusion-TS 2D consumption + generation