{"id":15503016,"url":"https://github.com/orchardbirds/bokbokbok","last_synced_at":"2025-04-22T23:21:12.813Z","repository":{"id":48687880,"uuid":"347097807","full_name":"orchardbirds/bokbokbok","owner":"orchardbirds","description":"Custom Loss Functions and Evaluation Metrics for XGBoost and LightGBM","archived":false,"fork":false,"pushed_at":"2025-04-10T19:08:59.000Z","size":574,"stargazers_count":36,"open_issues_count":4,"forks_count":7,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-10T20:38:36.115Z","etag":null,"topics":["binary-classification","custom-loss-functions","evaluation-metrics","focal-loss","lightgbm","loss-functions","regression","rmspe","xgboost"],"latest_commit_sha":null,"homepage":"https://orchardbirds.github.io/bokbokbok/","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/orchardbirds.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2021-03-12T14:42:24.000Z","updated_at":"2025-03-24T16:43:44.000Z","dependencies_parsed_at":"2022-07-25T01:02:36.785Z","dependency_job_id":null,"html_url":"https://github.com/orchardbirds/bokbokbok","commit_stats":null,"previous_names":[],"tags_count":8,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/orchardbirds%2Fbokbokbok","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/orchardbirds%2Fbokbokbok/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/orchardbirds%2Fbokbokbok/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/orchardbirds%2Fbokbokbok/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/orchardbirds","download_url":"https://codeload.github.com/orchardbirds/bokbokbok/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250338487,"owners_count":21414196,"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":["binary-classification","custom-loss-functions","evaluation-metrics","focal-loss","lightgbm","loss-functions","regression","rmspe","xgboost"],"created_at":"2024-10-02T09:11:54.333Z","updated_at":"2025-04-22T23:21:12.794Z","avatar_url":"https://github.com/orchardbirds.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cimg src=\"https://github.com/orchardbirds/bokbokbok/raw/main/docs/img/bokbokbok.png\" width=\"120\" align=\"right\"\u003e\n\n[![PyPi Version](https://img.shields.io/pypi/pyversions/bokbokbok)](#)\n[![PyPI](https://img.shields.io/pypi/v/bokbokbok)](#)\n[![PyPI - Downloads](https://img.shields.io/pypi/dm/bokbokbok)](#)\n![GitHub contributors](https://img.shields.io/github/contributors/orchardbirds/bokbokbok)\n\n\n# bokbokbok\n\n## Overview\n\n**bokbokbok** is a python package that enables you to use Custom Loss Functions and Evaluation Metrics for XGBoost and LightGBM.\nMain features:\n\n- [Weighted Cross Entropy](https://orchardbirds.github.io/bokbokbok/tutorials/weighted_cross_entropy.html)\n- [Weighted Focal Loss](https://orchardbirds.github.io/bokbokbok/tutorials/focal_loss.html)\n- [Log Cosh Loss](https://orchardbirds.github.io/bokbokbok/tutorials/log_cosh_loss.html)\n- [Root Mean Squared Percentage Error](https://orchardbirds.github.io/bokbokbok/tutorials/RMSPE.html)\n- [F1 score](https://orchardbirds.github.io/bokbokbok/tutorials/F1_score.html)\n- [Quadratic Weighted Kappa](https://orchardbirds.github.io/bokbokbok/tutorials/quadratic_weighted_kappa.html)\n\n## Installation\n\n```bash\npip install bokbokbok\n```\n\n## Documentation\n\nThe documentation can [be found here.](https://orchardbirds.github.io/bokbokbok/)\n\n## Contributing\n\nTo learn more about making a contribution to bokbokbok, please see [CONTRIBUTING.md.](https://github.com/orchardbirds/bokbokbok/blob/main/CONTRIBUTING.md)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Forchardbirds%2Fbokbokbok","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Forchardbirds%2Fbokbokbok","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Forchardbirds%2Fbokbokbok/lists"}