Spectrum Prediction Library

The Spectrum Prediction with superivised deep neural network, large language models and time series foundation models.

Installation

Requires Python >= 3.10. Install dependencies with:

pip install -r requirements.txt

Dataset

Downstream evaluation datasets are available on Hugging Face:

FlowVortex/Large-Spectrum-Prediction-Dataset

Quick Start

Supervised learning

bash scripts/supervised/Madrid/DLinear.sh

Zero-shot

bash scripts/zero-shot/Madrid/Chronos.sh

Fine-tuning

bash scripts/fine-tuning/spec4/Chronos.sh