{"id":25449764,"url":"https://github.com/fsprojects/furnace","last_synced_at":"2025-04-07T11:01:18.441Z","repository":{"id":277433303,"uuid":"932417100","full_name":"fsprojects/Furnace","owner":"fsprojects","description":"Production-grade ML - F# power \u0026 precision guiding Torch performance","archived":false,"fork":false,"pushed_at":"2025-02-20T15:12:23.000Z","size":168748,"stargazers_count":40,"open_issues_count":37,"forks_count":4,"subscribers_count":3,"default_branch":"dev","last_synced_at":"2025-03-31T10:01:02.286Z","etag":null,"topics":["ai","data-science","differential-equations","dotnet","fsharp","llm-framework","machine-learning","ml","optimization"],"latest_commit_sha":null,"homepage":"https://fsprojects.github.io/Furnace","language":"F#","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-2-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/fsprojects.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2025-02-13T21:59:00.000Z","updated_at":"2025-03-15T22:10:19.000Z","dependencies_parsed_at":"2025-03-31T10:45:27.920Z","dependency_job_id":null,"html_url":"https://github.com/fsprojects/Furnace","commit_stats":null,"previous_names":["houstonhaynes/furnace"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fsprojects%2FFurnace","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fsprojects%2FFurnace/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fsprojects%2FFurnace/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fsprojects%2FFurnace/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/fsprojects","download_url":"https://codeload.github.com/fsprojects/Furnace/tar.gz/refs/heads/dev","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247640459,"owners_count":20971556,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":["ai","data-science","differential-equations","dotnet","fsharp","llm-framework","machine-learning","ml","optimization"],"created_at":"2025-02-17T21:18:08.435Z","updated_at":"2025-04-07T11:01:18.372Z","avatar_url":"https://github.com/fsprojects.png","language":"F#","readme":"\u003cdiv align=\"left\"\u003e\n  \u003ca href=\"https://fsprojects.github.io/Furnace\"\u003e \u003cimg height=\"80px\" src=\"docs/img/Furnace-logo-text.png\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\n-----------------------------------------\n\n\u003e **NOTE: This repository is undergoing revision and updating. It has incomplete code, functionality, and design that are likely to change without notice; when using TorchSharp backend, only x64 platform is currently supported out of the box, see [DEVGUIDE.md] for more details.**\n\nFurnace is a tensor library with support for [differentiable programming](https://en.wikipedia.org/wiki/Differentiable_programming). It is designed for use in machine learning, probabilistic programming, optimization and other domains.\n\n**Key features**\n\n* Nested and mixed-mode differentiation\n* Common optimizers, model elements, differentiable probability distributions\n* F# for robust functional programming\n* PyTorch familiar naming and idioms, efficient LibTorch CUDA/C++ tensors with GPU support\n* Linux, macOS, Windows supported\n* Use interactive notebooks in Jupyter and Visual Studio Code\n* 100% open source\n\n## Documentation\n\nYou can find the documentation [here](https://fsprojects.github.io/Furnace/), including information on installation and getting started.\n\nRelease notes can be found [here](https://github.com/fsprojects/Furnace/blob/dev/RELEASE_NOTES.md).\n\n## Communication\n\nPlease use [GitHub issues](https://github.com/fsprojects/Furnace/issues) to share bug reports, feature requests, installation issues, suggestions etc.\n\n## Contributing\n\nWe welcome all contributions.\n\n* Bug fixes: if you encounter a bug, please open an [issue](https://github.com/fsprojects/Furnace/issues) describing the bug. If you are planning to contribute a bug fix, please feel free to do so in a pull request.\n* New features: if you plan to contribute new features, please first open an [issue](https://github.com/fsprojects/Furnace/issues) to discuss the feature before creating a pull request.\n\n## Background\n\nFurnace is a hard fork of DiffSharp. \n\nThe original DiffSharp library was developed by [Atılım Güneş Baydin](http://www.robots.ox.ac.uk/~gunes/), [Don Syme](https://www.microsoft.com/en-us/research/people/dsyme/) and other contributors, having started as a project supervised by the automatic differentiation wizards [Barak Pearlmutter](https://scholar.google.com/citations?user=AxFrw0sAAAAJ\u0026hl=en) and [Jeffrey Siskind](https://scholar.google.com/citations?user=CgSBtPYAAAAJ\u0026hl=en).\n\n## License\n\nFurnace is licensed under the BSD 2-Clause \"Simplified\" License, which you can find in the [LICENSE](https://github.com/fsprojects/Furnace/blob/dev/LICENSE) file in this repository. \n\n\u003cdiv align=\"left\"\u003e\n  \u003ca href=\"\"\u003e \u003cimg height=\"512px\" width=\"512px\" src=\"docs/img/Furnace-logo.png\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffsprojects%2Ffurnace","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffsprojects%2Ffurnace","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffsprojects%2Ffurnace/lists"}