{"id":16138976,"url":"https://github.com/slxiao/prober","last_synced_at":"2026-05-16T08:39:29.368Z","repository":{"id":62578079,"uuid":"223546201","full_name":"slxiao/prober","owner":"slxiao","description":":mag_right: Software bug predictor based on machine learning algorithm ","archived":false,"fork":false,"pushed_at":"2019-12-02T01:24:52.000Z","size":32,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-07-11T23:03:08.483Z","etag":null,"topics":["ai","bug-prediction","machine-learning","software-testing","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Java","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/slxiao.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2019-11-23T07:01:36.000Z","updated_at":"2023-03-09T00:24:52.000Z","dependencies_parsed_at":"2022-11-03T19:44:08.271Z","dependency_job_id":null,"html_url":"https://github.com/slxiao/prober","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/slxiao/prober","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slxiao%2Fprober","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slxiao%2Fprober/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slxiao%2Fprober/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slxiao%2Fprober/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/slxiao","download_url":"https://codeload.github.com/slxiao/prober/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slxiao%2Fprober/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267451232,"owners_count":24089298,"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","status":"online","status_checked_at":"2025-07-27T02:00:11.917Z","response_time":82,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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","bug-prediction","machine-learning","software-testing","tensorflow"],"created_at":"2024-10-09T23:46:42.525Z","updated_at":"2026-05-16T08:39:29.339Z","avatar_url":"https://github.com/slxiao.png","language":"Java","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Introduction\n`prober` is an automated software bug predictor using machine learning techniques. Specifically, `proper` trains prediction model based on open source datasets, and then predicts whether some code has a bug or not. The prediction is based on various code features, such as McCabe features, Halstead features, etc.\n\n\n# How it works\n\n- traning data is from [open source dataset](./prober/data.csv)\n- training algorithm is based on `tensorflow` and `keras`\n- features extraction algorithm is specifc for each feature and each programming language. For java, the feature extraction algorithm can be found in [java](./java)\n\n# How to use\n## traning\nInstall dependencies:\n```shell\npip install -r requirements.txt\n```\n\nStart traning:\n```shell\npython -m prober.prober\n```\n\nExtract java features:\n```shell\ngradle build \u0026\u0026 gradle execute\n```\n# LISENSE\nMIT","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fslxiao%2Fprober","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fslxiao%2Fprober","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fslxiao%2Fprober/lists"}