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PowerFM is an open-source repository for foundation models in the power and energy domain. It both maintains original projects and collects community-contributed open-source projects, featuring fine-tuned and domain-trained models for tasks like load forecasting, fault detection, grid simulation, and agent control.

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PowerFM

PowerFM is an open-source repository for foundation models in the power and energy domain. It both maintains original projects and collects community-contributed open-source projects, featuring fine-tuned and domain-trained models for tasks like load forecasting, fault detection, grid simulation, and agent control.

🚀 Getting Started with PowerFM

OpenPowerBench: Transformer-based Foundation Models

OpenPowerBench is a first-of-its-kind open-source, multi-task, cross-temporal dataset designed to support training and evaluation of foundation models in power systems. OpenPowerBench includes both topology-dependent tasks (e.g., power flow, optimal power flow, contingency analysis) and topology-independent tasks (e.g., load forecasting, price prediction), supported by a modular data generation pipeline for scalable benchmarking across synthetic and real-world scenarios.

Data Structure

Data Generation Pipeline

GridFM: Graph Neural Network (GNN)-based Foundation Models

GridFM Community The GridFM project pioneers the concept of FMs for the electric power grid to be trained on grid data – as opposed to text data – with the overarching goal to develop the underlying technology to cope with the increasing complexity and uncertainties of a faster growing grid (e.g., due to hyperscalar data centers, crypto mining etc.). More information about GridFM Community can be found here

RAG-based Foundation Models

Datacenter Siting Assistant: Solvtra is a tool leverages RAG by incorporating datacenter-specific data, including local regulations, environmental reports, and infrastructure details. As a result, it can provide detailed information for potential datacenter locations, such as land and electricity prices, and generate a map illustrating existing datacenter sites and relevant infrastructure.

🤝 Contributing

We welcome contributions! Please see our Contributing Guidelines for details.

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

🙏 Acknowledgments

Core Team

Special Thanks

About

PowerFM is an open-source repository for foundation models in the power and energy domain. It both maintains original projects and collects community-contributed open-source projects, featuring fine-tuned and domain-trained models for tasks like load forecasting, fault detection, grid simulation, and agent control.

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