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Systems","sub_category":"Energy Markets","monthly_downloads":995,"total_dependent_repos":1,"total_dependent_packages":0,"readme":"# Shyft – Framework for Energy-Market Modelling\n\nHigh-performance framework for **time-series storage, analysis, and modelling**\nof **hydrological and energy-market systems**.\n\n[![Documentation](https://img.shields.io/badge/docs-shyft--doc-blue)](https://shyft-os.gitlab.io/shyft-doc/index.html)\n[![Discussion](https://img.shields.io/badge/discussion-google--group-blue)](https://groups.google.com/forum/#!forum/shyft)\n[![License](https://img.shields.io/badge/license-LGPLv3-blue.svg)](LICENSE)\n\n---\n\n## Overview\n\n**Shyft** is a cross-platform framework built around **high-performance\ntime-series storage and analysis**, providing the computational foundation\nfor **hydrological forecasting and energy-market modelling**.\n\n\nThe project originated at **Statkraft** in collaboration with the\n**University of Oslo – Department of Geosciences**, and is today used in\n**operational energy-sector environments**, including **24×7 systems** within\nStatkraft’s Energy Management division.\n\n\nShyft combines:\n\n- a **high-performance C++ core**\n- a **Python orchestration layer**\n- **scalable compute and cache microservices**\n- **enterprise-grade time-series and model storage**\n- **model-driven system architecture**\n\nThe framework was created through close interdisciplinary collaboration\nand continues to enable cooperation between:\n\n- domain experts\n- researchers\n- software engineers\n- operational IT teams\n\nwhile maintaining the performance and robustness required for operational energy systems.\n\n---\n\n## Architecture\n\n![Energy Market Model](./doc/image/shyft_energy_market_model.jpg)\n\n*Figure crafted by Christine Schei Liland*\n\nShyft provides a modular platform composed of interoperable components\nthat can be deployed together or separately depending on the operational need.\n\nThese components include:\n\n- high-performance **time-series services**\n- distributed **DTSS compute services**\n- **hydrological forecasting models**\n- **energy-market models**\n- Python-based orchestration and analysis tools\n\nThis modular structure supports **scalable microservice deployments**\nand enables packaging strategies that minimize dependencies and image sizes.\n\n---\n\n## Key Capabilities\n\n### Model-Centric Time-Series Platform\n\nShyft follows a **model-centric architecture** where domain models\n(such as hydrology systems or energy-market models) are decorated with\ntime-series attributes and symbolic expressions.\n\nThe time-series engine provides:\n\n- strongly typed time-series objects\n- symbolic expressions\n- lazy evaluation\n- distributed execution\n- persistent time-series storage\n\n### Distributed Time-Series Services (DTSS)\n\nThe **Distributed Time-Series Service (DTSS)** provides scalable\nserver-side evaluation of time-series expressions, including:\n\n- distributed time-series evaluation\n- high-performance in-memory caching\n- websocket-based APIs\n- real-time subscriptions\n- replication between deployments\n\n### Scalable Algorithm Execution\n\nShyft separates **domain models** from the **execution of algorithms**,\nallowing simulations, forecasts, and analytical workflows to scale\nindependently from the modelling layer.\n\nThis architecture enables **multiple algorithms to operate on the same\ndomain models**, allowing different simulation, forecasting, or\noptimization methods to be applied **without coupling the models to a\nspecific algorithm implementation**.\n\nDistributed compute services execute algorithms on shared time-series\ndata and domain models, with results attached back to the models for\nanalysis and decision support.\n\n### Hydrological Forecasting\n\nShyft contains hydrological modelling tools designed for operational\nforecasting environments, supporting distributed hydrological models\nand uncertainty analysis.\n\n### Energy-Market Modelling\n\nThe energy-market framework enables modelling of:\n\n- power grid topology\n- hydropower systems\n- production units\n- contracts and portfolios\n- operational constraints\n\nThe modelling framework allows researchers, vendors, and operators to\nintegrate proprietary optimization and simulation algorithms.\n\n---\n\n## Documentation\n\nFull documentation is available at:\n\nhttps://shyft-os.gitlab.io/shyft-doc/\n\nThe documentation includes:\n\n- system architecture\n- installation guides\n- Python API reference\n- time-series engine documentation\n- hydrology modelling\n- energy-market modelling\n- developer guides\n- release and contribution workflow\n\n---\n\n## Supported Platforms\n\nShyft packages are automatically built and tested through the GitLab CI pipeline.\n\nPrimary development and CI testing platforms:\n\n- **Fedora**\n- **Arch Linux**\n\nAdditional platform support:\n\n- **Windows (MSYS / MinGW)** *(legacy support for existing deployments)*\n\nShyft can generally be built on **any modern Linux distribution** with an up-to-date toolchain and the required dependencies (C++ compiler, CMake, and libraries).\n\nPackages and build artifacts are published through the GitLab package registry.\n\nRefer to the documentation for installation instructions:\nhttps://shyft-os.gitlab.io/shyft-doc/\n\n---\n\n## Security and Supply-Chain Transparency\n\nShyft emphasizes **software supply-chain security** and operational reliability.\n\nThe project uses practices including:\n\n- verified GPG-signed commits\n- signed release artifacts\n- provenance metadata\n- transparent dependency management\n- preference for distro-maintained packages\n- reproducible build pipelines\n\nThese practices support safe deployment in operational environments.\n\nFor background on secure open-source development practices, the following resources provide useful guidance:\n\n- **Linux Foundation — Developing and Evaluating Secure Open Source Software (OSS)**  \n  https://events.linuxfoundation.org/wp-content/uploads/2021/07/Developing-Secure-Open-Source-Software-OSS.pdf\n\n- **Open Source Security Foundation (OpenSSF)**  \n  https://openssf.org/\n\n- **SLSA — Supply-chain Levels for Software Artifacts**  \n  https://slsa.dev/\n\n---\n\n## Contributing\n\nShyft development follows a structured workflow involving:\n\n- **Owners**\n- **Maintainers**\n- **Contributors**\n\nDevelopment happens on the `next-shyft-version` branch and follows a documented release process.\n\nContribution guidelines, development setup instructions, and workflow details are available in:\n\nProject wiki  \nhttps://gitlab.com/shyft-os/shyft/-/wikis\n\nand specific https://gitlab.com/shyft-os/shyft/-/wikis/How-to/Contribute\n\n---\n\n## Container Images\n\nThe CI pipeline produces container images used for building and testing Shyft.\n\nThese images are available in the GitLab container registry:\n\nhttps://gitlab.com/shyft-os/shyft/container_registry\n\n---\n\n## Authors and Project Stewardship\n\nShyft was initially developed by **Statkraft** in cooperation with the  \n**University of Oslo – Department of Geosciences (UiO)**.\n\nThe project originated from a small, highly experienced interdisciplinary team\ncombining expertise in applied mathematics, hydrological science,\nenergy-system modelling, and software engineering.\n\nThe overall **architectural design and C++ core implementation** were primarily developed by:\n\n- **Sigbjørn Helset** \u003cSigbjorn.Helset@statkraft.com\u003e\n- **Ola Skavhaug** \u003cola@xal.no\u003e\n\nThe initial **Python orchestration layer, data pipelines, and modelling integration**\nwere primarily developed by:\n\n- **John F. Burkhart** \u003cjohn.burkhart@geo.uio.no\u003e\n- **Yisak Sultan Abdella** \u003cyisaksultan.abdella@statkraft.com\u003e\n\nThe hydrological modelling algorithms and their composition into operational\nmodelling stacks were strongly influenced by the hydrological research\nexperience of **John F. Burkhart** and **Yisak Sultan Abdella**, and by the\nresearch collaboration with the **University of Oslo Department of Geosciences**.\n\nThrough this collaboration, UiO researchers have contributed important\nhydrological algorithms and modelling components used within Shyft.\n\nNotable contributions include the **SnowTiles algorithm** developed by\n**Felix Matt**, and work by **Olga Silantyeva** on **TIN-based hydrological\nmodelling research** and the integration of the **FSM2 snow model**.\nUiO researchers have also actively used Shyft in research and operational\nstudies, providing valuable feedback that helped shape the evolving\nhydrology orchestration framework built on the high-performance C++\ncore and RocksDB-based services.\n\nThis complementary combination of **software architecture, operational\nengineering, and hydrological science** formed the foundation of the Shyft\nframework.\n\nThe project is currently maintained by a group of contributors and maintainers.\n\n\nProject stewardship and long-term continuity are ensured by:\n\n- **Sigbjørn Helset**, who acts as the **active owner** of the project and maintains the core development and build infrastructure.\n\nSignificant development, research collaboration, and operational deployment of Shyft has been supported by:\n\n- **Statkraft AS**\n- **University of Oslo – Department of Geosciences (UiO)**\n- **Expert Analytics (XAL)** and its contributors\n\n\n\nA complete list of contributors can be found in the **Contributors** section\nbelow and in the Git history.\n\nCopyright (C)\n\nSigbjørn Helset (SiH)  \nJohn F. Burkhart (JFB)  \nOla Skavhaug (OS)  \nYisak Sultan Abdella (YAS)  \nStatkraft AS\n\n---\n\n## Contributors\n\nProject contributors include:\n\n- Sigbjørn Helset \u003csigbjorn.helset@gmail.com\u003e\n- Ola Skavhaug \u003cola@xal.no\u003e\n- John Burkhart \u003cjohn.burkhart@geo.uio.no\u003e\n- Yisak Sultan Abdella \u003cyisaksultan.abdella@statkraft.com\u003e\n- Felix Matt \u003cf.n.matt@geo.uio.no\u003e\n- Olga Silantyeva \u003colga.silantyeva@geo.uio.no\u003e\n- Francesc Alted \u003cfaltet@gmail.com\u003e\n- Ludovic Pochon-Guérin \u003cludovic.pochon-guerin@statkraft.com\u003e\n- Eivind Lycke Melvær \u003ceivindlyche.melvaer@statkraft.com\u003e\n- Cecilie Granerød \u003ccecilie.granerod@statkraft.com\u003e\n- Andreas Slyngstad \u003candreas@xal.no\u003e\n- Bernardo de Olivera \u003cbernardo@xal.no\u003e\n- Diako Darian \u003cdiako@xal.no\u003e\n- Eivind Aarnæs \u003ceivind@xal.no\u003e\n- Vinzenz Gregor Eck \u003cvinzenz@xal.no\u003e\n- Mindaugas Pivoras \u003cmindaugas.pivoras@statkraft.com\u003e\n- Roar Emaus \u003croar@xal.no\u003e\n- Trygve Bærland \u003ctrygve@xal.no\u003e\n- Albert O. Nybø \u003cAlbert.Overskeid.Nybo@statkraft.com\u003e\n- Gry M. Tveten \u003cgry@xal.no\u003e\n- Magne Nordaas \u003cmagne@xal.no\u003e\n- Christine Schei Liland \u003cChristineShei.Liland@statkraft.com\u003e\n- Jens Askgaard \u003cjens.askgaard@statkraft.com\u003e\n- Ibrahim Rahmani \u003cibrahim@xala.no\u003e\n- Anders Kjeldsen \u003canders.kjeldsen@statkraft.com\u003e\n- Alexander Becker \u003calexander.becker@statkraft.com\u003e\n- Sarah Dahmen \u003csarah.dahmen21@gmail.com\u003e\n- Fabio Zeiser \u003cfabio.zeiser@statkraft.com\u003e\n- Stian Angelsen \u003cstian.angelsen@statkraft.com\u003e\n- Joseph Bradshaw \u003cjoseph.bradshaw@statkraft.com\u003e\n- Ole Andreas Grønn Ramsdal \u003coleandreasgronn.ramsdal@statkraft.com\u003e\n- John Eivind Rømma Helset \u003chttps://gitlab.com/jehelset\u003e\n- Benedikt Reinartz \u003chttps://gitlab.com/filmor\u003e\n- Paul Christoph Bätzing-Rosenvinge \u003cpaulchristoph.batzing-rosenvinge@statkraft.com\u003e\n- Eilidh Troup \u003chttps://gitlab.com/eilidht\u003e\n- Petar Kutlesic \u003chttps://gitlab.com/petar.kutlesic\u003e\n- Christian Vaugelade-Kilaas \u003chttps://gitlab.com/christianvk\u003e\n- Jakob Boye Løland Ørbæk \u003chttps://gitlab.com/jakobboye\u003e\n- Jiyoung Kim \u003chttps://gitlab.com/jiyoung.kim\u003e\n- Lars Skodje \u003chttps://gitlab.com/lars.storm.skodje\u003e\n- Ana Budisa \u003chttps://gitlab.com/ana.budisa\u003e\n---\n\n## License\n\nShyft is released under the **LGPL v3 license**.\n\nSee the `LICENSE` file.\n\n---\n\n## Citation\n\nIf you use Shyft in hydrology-related research, please cite:\n\nBurkhart, J. 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