{"id":37078033,"url":"https://github.com/aai-institute/continuiti","last_synced_at":"2026-01-14T09:03:13.096Z","repository":{"id":212178400,"uuid":"710212920","full_name":"aai-institute/continuiti","owner":"aai-institute","description":"Learning function operators with neural networks.","archived":false,"fork":false,"pushed_at":"2024-08-22T09:11:39.000Z","size":23506,"stargazers_count":35,"open_issues_count":13,"forks_count":2,"subscribers_count":2,"default_branch":"main","last_synced_at":"2026-01-06T16:37:22.545Z","etag":null,"topics":["neural-operators","physics-informed-ml","transferlab"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"lgpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/aai-institute.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.txt","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-10-26T08:46:20.000Z","updated_at":"2025-12-04T09:44:20.000Z","dependencies_parsed_at":"2023-12-12T23:30:04.815Z","dependency_job_id":"40477cd0-8a36-459f-b22f-8207537289db","html_url":"https://github.com/aai-institute/continuiti","commit_stats":null,"previous_names":["aai-institute/continuity","aai-institute/continuiti"],"tags_count":2,"template":false,"template_full_name":null,"purl":"pkg:github/aai-institute/continuiti","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aai-institute%2Fcontinuiti","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aai-institute%2Fcontinuiti/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aai-institute%2Fcontinuiti/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aai-institute%2Fcontinuiti/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/aai-institute","download_url":"https://codeload.github.com/aai-institute/continuiti/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aai-institute%2Fcontinuiti/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28414732,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-14T08:38:59.149Z","status":"ssl_error","status_checked_at":"2026-01-14T08:38:43.588Z","response_time":107,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["neural-operators","physics-informed-ml","transferlab"],"created_at":"2026-01-14T09:03:12.383Z","updated_at":"2026-01-14T09:03:13.084Z","avatar_url":"https://github.com/aai-institute.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n\u003cimg alt=\"continuiti\" src=\"https://aai-institute.github.io/continuiti/img/icon.png\" width=\"100\"\u003e\n\n\u003ch1\u003econtinuiti\u003c/h1\u003e\n\nLearning function operators with neural networks.\n\n[![PyTorch](https://img.shields.io/badge/PyTorch-ee4c2c?logo=pytorch\u0026logoColor=white)](https://pytorch.org/get-started/locally/)\n[![Documentation](https://img.shields.io/badge/Documentation-blue)](https://aai-institute.github.io/continuiti/)\n[![Test](https://github.com/aai-institute/continuiti/actions/workflows/test.yml/badge.svg)](https://github.com/aai-institute/continuiti/actions/workflows/test.yml)\n\u003c/div\u003e\n\n**continuiti** is a Python package for deep learning on function operators with\na focus on elegance and generality. It provides a _unified interface_ for neural\noperators (such as DeepONet or FNO) to be used in a plug and play fashion. As\noperator learning is particularly useful in scientific machine learning,\n**continuiti** also includes physics-informed loss functions and a collection of\nrelevant benchmarks.\n\n\n## Installation\nInstall the package using pip:\n```shell\npip install continuiti\n```\n\nOr install the latest development version from the repository:\n\n```\ngit clone https://github.com/aai-institute/continuiti.git\ncd continuiti\npip install -e \".[dev]\"\n```\n\n## Usage\n\nOur [Documentation](https://aai-institute.github.io/continuiti/) contains a\ncollection of tutorials on how to learn operators using continuiti,\na collection of how-to guides to solve specific problems, more background,\nand a class documentation.\n\nIn general, the operator syntax in **continuiti** is\n```python\nv = operator(x, u(x), y)\n```\nmapping a function `u` (evaluated at `x`) to function `v` (evaluated in `y`).\n\n\n## Examples\n\n\u003cdiv style=\"text-align: center;\"\u003e\n\u003ca href=\"https://aai-institute.github.io/continuiti/latest/benchmarks/#navierstokes\"\u003e\nFourier Neural Operator (FNO) for Navier-Stokes flow\u003cbr\u003e\n\u003cimg alt=\"navierstokes\" src=\"https://aai-institute.github.io/continuiti/latest/img/ns.png\" width=\"60%\"\u003e\n\u003c/a\u003e\n\u003c/div\u003e\n\n\u003cdiv style=\"text-align: center;\"\u003e\n\u003ca href=\"https://aai-institute.github.io/continuiti/latest/how-to-guides/physicsinformed/\"\u003e\nPhysics-informed DeepONet\u003cbr\u003e\n\u003cimg alt=\"pi-deeponet\" src=\"docs/img/pi-deeponet.png\" width=\"60%\"\u003e\n\u003c/a\u003e\n\u003c/div\u003e\n\n## Contributing\n\nContributions are welcome from anyone in the form of pull requests, bug reports\nand feature requests. If you find a bug or have a feature request, please open\nan issue on GitHub. If you want to contribute code, please fork the repository\nand submit a pull request. See [CONTRIBUTING.md](CONTRIBUTING.md) for details on\nlocal development.\n\n\n## License\n\nThis project is licensed under the GNU LGPLv3 License - see the\n[LICENSE](LICENSE) file for details.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faai-institute%2Fcontinuiti","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faai-institute%2Fcontinuiti","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faai-institute%2Fcontinuiti/lists"}