{"id":20040775,"url":"https://github.com/simonblanke/the-hyperactive-software-stack","last_synced_at":"2026-05-13T06:01:53.403Z","repository":{"id":98631267,"uuid":"448068991","full_name":"SimonBlanke/The-Hyperactive-Software-Stack","owner":"SimonBlanke","description":null,"archived":false,"fork":false,"pushed_at":"2024-03-23T09:58:11.000Z","size":17,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-01-12T19:21:08.670Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/SimonBlanke.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":"2022-01-14T18:28:19.000Z","updated_at":"2024-03-23T09:38:40.000Z","dependencies_parsed_at":"2024-11-13T10:43:57.362Z","dependency_job_id":"791415b7-08f7-4a99-82ae-41622f179851","html_url":"https://github.com/SimonBlanke/The-Hyperactive-Software-Stack","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/SimonBlanke%2FThe-Hyperactive-Software-Stack","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SimonBlanke%2FThe-Hyperactive-Software-Stack/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SimonBlanke%2FThe-Hyperactive-Software-Stack/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SimonBlanke%2FThe-Hyperactive-Software-Stack/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SimonBlanke","download_url":"https://codeload.github.com/SimonBlanke/The-Hyperactive-Software-Stack/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241470363,"owners_count":19968041,"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":[],"created_at":"2024-11-13T10:43:48.106Z","updated_at":"2026-05-13T06:01:48.342Z","avatar_url":"https://github.com/SimonBlanke.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cbr\u003e\n\n\u003cH1 align=\"center\"\u003e\n    The-Hyperactive-Software-Stack\n\u003c/H1\u003e\n\n\u003cbr\u003e\n\n## Shared data-structures\n\nThe hyperactive software stack builds upon some shared data-structures to reliably communicate between packages:\n\n- objective-function\n  - A function that returns a single score or a tuple of a score and a dictionary. Its only argument is a dictionary in Gradient-Free-Optimizers and a more complex object that behaves like a dictionary in Hyperactive. This argument is often called `opt`, `para` or `access` in examples.\n  \n  \u003cbr\u003e\n  \n   ```python\n   # Hyperactive objective function\n   def parabola_function(access):\n       score = -(access[\"x\"] * access[\"x\"] + access[\"y\"] * access[\"y\"])\n       return score\n   ```\n   \n- search-space\n  - A dictionary with the names of the dimensions as keys and the content of the dimensions as values. In Gradient-Free-Optimizers the values are numpy arrays and Hyperactive they are lists.\n  \n  \u003cbr\u003e\n  \n   ```python\n   # Hyperactive search space\n   search_space = {\n       \"x\": list(np.arange(-10, 10, 0.01)),\n       \"y\": list(np.arange(-10, 10, 0.01)),\n   }\n   ```\n  \n- search-data\n  - The search-data always consists of the score and at least one parameter as columns and has as much rows as iterations performed during the optmization run.\n  \n  \u003cbr\u003e\n\n  \u003ctable class=\"table\"\u003e\n    \u003cthead class=\"table-head\"\u003e\n      \u003ctr class=\"row\"\u003e\n        \u003ctd class=\"cell\"\u003escore\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003ex\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003ey\u003c/td\u003e\n      \u003c/tr\u003e\n    \u003c/thead\u003e\n    \u003ctbody class=\"table-body\"\u003e\n      \u003ctr class=\"row\"\u003e\n        \u003ctd class=\"cell\"\u003e0.756\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003e0.1\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003e0.2\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr class=\"row\"\u003e\n        \u003ctd class=\"cell\"\u003e0.823\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003e0.3\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003e0.1\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr class=\"row\"\u003e\n        \u003ctd class=\"cell\"\u003e...\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003e...\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003e...\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr class=\"row\"\u003e\n        \u003ctd class=\"cell\"\u003e...\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003e...\u003c/td\u003e\n        \u003ctd class=\"cell\"\u003e...\u003c/td\u003e\n      \u003c/tr\u003e\n    \u003c/tbody\u003e\n  \u003c/table\u003e\n\n\n\u003cbr\u003e\n\n## The official Hyperactive software stack\n\n- [Hyperactive](https://github.com/SimonBlanke/Hyperactive)\n  - The central library for the Hyperactive software stack.\n\n- [Gradient-Free-Optimizers](https://github.com/SimonBlanke/Gradient-Free-Optimizers)\n  - The optimization-backend for Hyperactive.\n\n- [Surfaces](https://github.com/SimonBlanke/Surfaces)\n  - A collection of test-objective-functions.\n\n- [Search Data Explorer](https://github.com/SimonBlanke/search-data-explorer)\n  - Dashboard to visually analyse saved search-data.\n\n- [Simple Data Collector](https://github.com/SimonBlanke/simple-data-collector)\n  - Thread safe and atomic data collection into csv-files.\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsimonblanke%2Fthe-hyperactive-software-stack","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsimonblanke%2Fthe-hyperactive-software-stack","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsimonblanke%2Fthe-hyperactive-software-stack/lists"}