{"id":20040782,"url":"https://github.com/simonblanke/progressboard","last_synced_at":"2025-11-26T14:05:16.640Z","repository":{"id":41504297,"uuid":"406315261","full_name":"SimonBlanke/ProgressBoard","owner":"SimonBlanke","description":"Add on for Hyperactive package to visualize progress of optimization run.","archived":false,"fork":false,"pushed_at":"2022-08-30T07:41:40.000Z","size":3019,"stargazers_count":3,"open_issues_count":1,"forks_count":0,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-01-12T19:21:20.239Z","etag":null,"topics":["dashboard","hyperactive","hyperparameter-optimization","panel","visualization"],"latest_commit_sha":null,"homepage":"","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}},"created_at":"2021-09-14T10:04:20.000Z","updated_at":"2023-02-26T08:17:32.000Z","dependencies_parsed_at":"2023-01-16T18:15:30.890Z","dependency_job_id":null,"html_url":"https://github.com/SimonBlanke/ProgressBoard","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%2FProgressBoard","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SimonBlanke%2FProgressBoard/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SimonBlanke%2FProgressBoard/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SimonBlanke%2FProgressBoard/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SimonBlanke","download_url":"https://codeload.github.com/SimonBlanke/ProgressBoard/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":["dashboard","hyperactive","hyperparameter-optimization","panel","visualization"],"created_at":"2024-11-13T10:43:49.066Z","updated_at":"2025-11-26T14:05:16.589Z","avatar_url":"https://github.com/SimonBlanke.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cH1 align=\"center\"\u003e\n    Progress Board\n\u003c/H1\u003e\n\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://github.com/SimonBlanke/ProgressBoard/actions\"\u003e\n    \u003cimg src=\"https://github.com/SimonBlanke/ProgressBoard/actions/workflows/tests.yml/badge.svg?branch=main\" alt=\"img not loaded: try F5 :)\"\u003e\n  \u003c/a\u003e\n  \u003ca href=\"https://app.codecov.io/gh/SimonBlanke/ProgressBoard\"\u003e\n    \u003cimg src=\"https://img.shields.io/codecov/c/github/SimonBlanke/ProgressBoard/main\u0026logo=codecov\" alt=\"img not loaded: try F5 :)\"\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n\n\u003cH2 align=\"center\"\u003e\n    An addon for the Hyperactive package to visualize the progress of optimization runs.\n\u003c/H2\u003e\n\n\n\n\u003ctd\u003e \u003cimg src=\"./docs/output.gif\" width=\"100%\"\u003e \u003c/td\u003e\n\n\n\u003cbr\u003e\n\nThe Progress Board is a dashboard (opens in webbrowser) that provides visualization of live-updated data from Hyperactive. It integrates seamlessly with Hyperactive (v4) and opens up the optimization run with useful information. It also supports multiprocessing and multiple searches at the same time without any added complexity or work for the user. \n\nThe Progress Board should be used for computationally expensive objective functions (like machine-/deep-learning models). \n\nThe Progress Board is tested in Ubuntu, but Windows support maybe added in the future.\n\n\n\u003cbr\u003e\n\n## State of project\n\n### This project is in an early development stage. If you encounter a problem it would be very helpful to open an issue and describe it in detail.\n\n\n\u003cbr\u003e\n\n## Installation\n\n```console\npip install hyperactive-progress-board\n```\n\n\u003cbr\u003e\n\n## Example\n\n```python\nfrom sklearn.model_selection import cross_val_score\nfrom sklearn.tree import DecisionTreeRegressor\nfrom sklearn.datasets import fetch_california_housing\n\nfrom hyperactive import Hyperactive\nfrom hyperactive_progress_board import ProgressBoard # import progress board\n\ndata = fetch_california_housing()\nX, y = data.data, data.target\n\nprogress = ProgressBoard() # init progress board\n\n\n@progress.update # add decorator\ndef dtr_model(opt):\n    dtr = DecisionTreeRegressor(\n        min_samples_split=opt[\"min_samples_split\"],\n    )\n    scores = cross_val_score(dtr, X, y, cv=5)\n    return scores.mean()\n\n\nsearch_space = {\n    \"max_depth\": list(range(2, 50)),\n    \"min_samples_split\": list(range(2, 50)),\n    \"min_samples_leaf\": list(range(1, 50)),\n}\n\nprogress.open() # open progress board before run begins\n\nhyper = Hyperactive()\nhyper.add_search(dtr_model, search_space, n_iter=1000)\nhyper.run()\n```\n\n\u003cbr\u003e\n\n## FAQ\n\n\u003cdetails\u003e\n\u003csummary\u003e Command line opens and closes immediately \u003c/summary\u003e\n\n\u003cbr\u003e\n\nThis happens because of the command line of a previous run of the progress-board is still running. Close the command-line from the previous run to start a new one.\n\n\u003c/details\u003e\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsimonblanke%2Fprogressboard","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsimonblanke%2Fprogressboard","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsimonblanke%2Fprogressboard/lists"}