{"id":13541485,"url":"https://github.com/jonascarpay/convoluted","last_synced_at":"2025-04-12T21:42:09.904Z","repository":{"id":87935141,"uuid":"81260588","full_name":"jonascarpay/convoluted","owner":"jonascarpay","description":"Dependently typed convolutional neural networks","archived":false,"fork":false,"pushed_at":"2017-05-10T09:38:38.000Z","size":101,"stargazers_count":35,"open_issues_count":0,"forks_count":1,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-04-12T21:42:06.030Z","etag":null,"topics":["convolutional-neural-networks","dependent-types","haskell"],"latest_commit_sha":null,"homepage":"","language":"Haskell","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/jonascarpay.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}},"created_at":"2017-02-07T22:19:05.000Z","updated_at":"2025-02-11T20:35:48.000Z","dependencies_parsed_at":null,"dependency_job_id":"dcd9a867-ca30-42bb-8f3d-64d56ac96a65","html_url":"https://github.com/jonascarpay/convoluted","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jonascarpay%2Fconvoluted","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jonascarpay%2Fconvoluted/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jonascarpay%2Fconvoluted/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jonascarpay%2Fconvoluted/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jonascarpay","download_url":"https://codeload.github.com/jonascarpay/convoluted/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248637831,"owners_count":21137538,"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":["convolutional-neural-networks","dependent-types","haskell"],"created_at":"2024-08-01T10:00:48.901Z","updated_at":"2025-04-12T21:42:09.873Z","avatar_url":"https://github.com/jonascarpay.png","language":"Haskell","funding_links":[],"categories":["Haskell Packages"],"sub_categories":["Legacy Packages"],"readme":"# convoluted\n\nDependently typed convolutional neural networks in pure Haskell.\nUses the [repa library](https://hackage.haskell.org/package/repa) for high-performance arrays,\nwith a static wrapper that ensures networks are valid at compile-time.\n\n### Example\n```haskell\ntype BatchSize = 100\ntype MNIST = Network (ZZ ::. BatchSize ::. 1 ::. 28 ::. 28)\n                     '[ Convolution 5 1 13 13 16 16\n                      , Pool\n                      , ReLU\n                      , Flatten\n                      , FC 320 10\n                      , MultiSoftMax '[10] ]\n                     (ZZ ::. BatchSize ::. 10)\n\nmnist = randomNetwork seed :: MNIST\n```\nsee [visor](https://github.com/jonascarpay/visor) or [convoluted-mnist](https://github.com/jonascarpay/convoluted-mnist) for examples.\n\n#### Thanks\nI borrowed heavily from [Huw Campbell's grenade](https://github.com/HuwCampbell/grenade), and like the author of that library, from [Justin Le's blog posts on dependently typed neural networks](https://blog.jle.im/entry/practical-dependent-types-in-haskell-1.html).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjonascarpay%2Fconvoluted","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjonascarpay%2Fconvoluted","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjonascarpay%2Fconvoluted/lists"}