{"id":36245,"name":"talent","description":"A comprehensive toolkit and benchmark for tabular data learning, featuring 30+ deep methods, more than 10 classical methods, and 300 diverse tabular datasets.","url":"https://github.com/lamda-tabular/talent","last_synced_at":"2025-09-05T07:04:05.775Z","repository":{"id":243025705,"uuid":"796930485","full_name":"LAMDA-Tabular/TALENT","owner":"LAMDA-Tabular","description":"A comprehensive toolkit and benchmark for tabular data learning, featuring 30+ deep methods, more than 10 classical methods, and 300 diverse tabular datasets.","archived":false,"fork":false,"pushed_at":"2025-09-02T02:07:21.000Z","size":109746,"stargazers_count":727,"open_issues_count":4,"forks_count":35,"subscribers_count":13,"default_branch":"main","last_synced_at":"2025-09-02T04:11:48.420Z","etag":null,"topics":["tabular","tabular-data","tabular-data-benchmark","tabular-data-deep-learning","tabular-data-machine-learning","tabular-data-toolkit","tabular-methods"],"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/LAMDA-Tabular.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":"CITATION.bib","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2024-05-06T22:14:41.000Z","updated_at":"2025-09-02T02:07:25.000Z","dependencies_parsed_at":"2025-04-19T06:31:30.364Z","dependency_job_id":"c578114c-f3dc-4519-a36a-a097c4d47720","html_url":"https://github.com/LAMDA-Tabular/TALENT","commit_stats":null,"previous_names":["qile2000/tabbench","qile2000/lamda-talent","lamda-tabular/talent"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/LAMDA-Tabular/TALENT","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAMDA-Tabular%2FTALENT","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAMDA-Tabular%2FTALENT/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAMDA-Tabular%2FTALENT/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAMDA-Tabular%2FTALENT/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/LAMDA-Tabular","download_url":"https://codeload.github.com/LAMDA-Tabular/TALENT/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAMDA-Tabular%2FTALENT/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273723197,"owners_count":25156304,"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":"2025-09-05T02:00:09.113Z","response_time":402,"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"}},"owner":{"login":"LAMDA-Tabular","name":"LAMDA-Tabular","uuid":"201199480","kind":"organization","description":"","email":null,"website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/201199480?v=4","repositories_count":1,"last_synced_at":"2025-04-01T07:22:44.509Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/LAMDA-Tabular","funding_links":[],"total_stars":473,"followers":3,"following":0,"created_at":"2025-04-01T07:22:44.533Z","updated_at":"2025-04-01T07:22:44.533Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/LAMDA-Tabular","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/LAMDA-Tabular/repositories"},"packages":[],"commits":{"message":"Repository syncing started."},"issues_stats":{"full_name":"LAMDA-Tabular/TALENT","html_url":"https://github.com/LAMDA-Tabular/TALENT","last_synced_at":"2025-09-02T05:07:56.755Z","status":null,"issues_count":2,"pull_requests_count":29,"avg_time_to_close_issue":1834476.0,"avg_time_to_close_pull_request":5632.9047619047615,"issues_closed_count":1,"pull_requests_closed_count":21,"pull_request_authors_count":6,"issue_authors_count":2,"avg_comments_per_issue":0.5,"avg_comments_per_pull_request":0.0,"merged_pull_requests_count":21,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":2,"past_year_pull_requests_count":29,"past_year_avg_time_to_close_issue":1834476.0,"past_year_avg_time_to_close_pull_request":5632.9047619047615,"past_year_issues_closed_count":1,"past_year_pull_requests_closed_count":21,"past_year_pull_request_authors_count":6,"past_year_issue_authors_count":2,"past_year_avg_comments_per_issue":0.5,"past_year_avg_comments_per_pull_request":0.0,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":21,"created_at":"2025-08-29T12:11:38.905Z","updated_at":"2025-09-02T05:07:56.756Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAMDA-Tabular%2FTALENT","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/LAMDA-Tabular%2FTALENT/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":2},"pull_request_author_associations_count":{"MEMBER":23,"NONE":3,"CONTRIBUTOR":2},"issue_authors":{"JingangQu":1,"KhrTim":1},"pull_request_authors":{"6sy666":19,"mkmaa":4,"matteo-rizzo":2,"AlexandreAbraham":1,"schwerli":1,"dmbeaglehole":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.444Z","repositories_count":10087320,"issues_count":31306968,"pull_requests_count":96469683,"authors_count":10696025,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"NONE":2},"past_year_pull_request_author_associations_count":{"MEMBER":23,"NONE":3,"CONTRIBUTOR":2},"past_year_issue_authors":{"JingangQu":1,"KhrTim":1},"past_year_pull_request_authors":{"6sy666":19,"mkmaa":4,"matteo-rizzo":2,"schwerli":1,"dmbeaglehole":1,"AlexandreAbraham":1},"maintainers":[{"login":"6sy666","count":19,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/6sy666"},{"login":"mkmaa","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/mkmaa"}],"active_maintainers":[{"login":"6sy666","count":19,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/6sy666"},{"login":"mkmaa","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/mkmaa"}]},"events":{"total":{"IssuesEvent":2,"WatchEvent":217,"DeleteEvent":2,"IssueCommentEvent":8,"PushEvent":36,"PullRequestEvent":51,"ForkEvent":10,"CreateEvent":1},"last_year":{"IssuesEvent":2,"WatchEvent":217,"DeleteEvent":2,"IssueCommentEvent":8,"PushEvent":36,"PullRequestEvent":51,"ForkEvent":10,"CreateEvent":1}},"keywords":["tabular","tabular-data","tabular-data-benchmark","tabular-data-deep-learning","tabular-data-machine-learning","tabular-data-toolkit","tabular-methods"],"dependencies":[{"ecosystem":"pypi","filepath":"docs/requirements.in","sha":null,"kind":"manifest","created_at":"2025-01-25T14:28:07.741Z","updated_at":"2025-01-25T14:28:07.741Z","repository_link":"https://github.com/LAMDA-Tabular/TALENT/blob/main/docs/requirements.in","dependencies":[{"id":21610764487,"package_name":"Sphinx","ecosystem":"pypi","requirements":"\u003e=5,\u003c6","direct":true,"kind":"runtime","optional":false},{"id":21610764488,"package_name":"sphinx_rtd_theme","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"docs/requirements.txt","sha":null,"kind":"lockfile","created_at":"2025-01-25T14:28:07.805Z","updated_at":"2025-01-25T14:28:07.805Z","repository_link":"https://github.com/LAMDA-Tabular/TALENT/blob/main/docs/requirements.txt","dependencies":[{"id":21610764489,"package_name":"alabaster","ecosystem":"pypi","requirements":"==0.7.12","direct":false,"kind":"runtime","optional":false},{"id":21610764490,"package_name":"babel","ecosystem":"pypi","requirements":"==2.10.3","direct":false,"kind":"runtime","optional":false},{"id":21610764491,"package_name":"certifi","ecosystem":"pypi","requirements":"==2022.6.15","direct":false,"kind":"runtime","optional":false},{"id":21610764492,"package_name":"charset-normalizer","ecosystem":"pypi","requirements":"==2.1.0","direct":false,"kind":"runtime","optional":false},{"id":21610764493,"package_name":"docutils","ecosystem":"pypi","requirements":"==0.17.1","direct":false,"kind":"runtime","optional":false},{"id":21610764494,"package_name":"idna","ecosystem":"pypi","requirements":"==3.3","direct":false,"kind":"runtime","optional":false},{"id":21610764495,"package_name":"imagesize","ecosystem":"pypi","requirements":"==1.4.1","direct":false,"kind":"runtime","optional":false},{"id":21610764496,"package_name":"jinja2","ecosystem":"pypi","requirements":"==3.1.2","direct":false,"kind":"runtime","optional":false},{"id":21610764497,"package_name":"markupsafe","ecosystem":"pypi","requirements":"==2.1.1","direct":false,"kind":"runtime","optional":false},{"id":21610764498,"package_name":"packaging","ecosystem":"pypi","requirements":"==21.3","direct":false,"kind":"runtime","optional":false},{"id":21610764499,"package_name":"pygments","ecosystem":"pypi","requirements":"==2.12.0","direct":false,"kind":"runtime","optional":false},{"id":21610764500,"package_name":"pyparsing","ecosystem":"pypi","requirements":"==3.0.9","direct":false,"kind":"runtime","optional":false},{"id":21610764501,"package_name":"pytz","ecosystem":"pypi","requirements":"==2022.1","direct":false,"kind":"runtime","optional":false},{"id":21610764502,"package_name":"requests","ecosystem":"pypi","requirements":"==2.28.1","direct":false,"kind":"runtime","optional":false},{"id":21610764503,"package_name":"snowballstemmer","ecosystem":"pypi","requirements":"==2.2.0","direct":false,"kind":"runtime","optional":false},{"id":21610764504,"package_name":"sphinx","ecosystem":"pypi","requirements":"==5.0.2","direct":false,"kind":"runtime","optional":false},{"id":21610764505,"package_name":"sphinx-rtd-theme","ecosystem":"pypi","requirements":"==1.0.0","direct":false,"kind":"runtime","optional":false},{"id":21610764506,"package_name":"sphinxcontrib-applehelp","ecosystem":"pypi","requirements":"==1.0.2","direct":false,"kind":"runtime","optional":false},{"id":21610764507,"package_name":"sphinxcontrib-devhelp","ecosystem":"pypi","requirements":"==1.0.2","direct":false,"kind":"runtime","optional":false},{"id":21610764508,"package_name":"sphinxcontrib-htmlhelp","ecosystem":"pypi","requirements":"==2.0.0","direct":false,"kind":"runtime","optional":false},{"id":21610764509,"package_name":"sphinxcontrib-jsmath","ecosystem":"pypi","requirements":"==1.0.1","direct":false,"kind":"runtime","optional":false},{"id":21610764510,"package_name":"sphinxcontrib-qthelp","ecosystem":"pypi","requirements":"==1.0.3","direct":false,"kind":"runtime","optional":false},{"id":21610764511,"package_name":"sphinxcontrib-serializinghtml","ecosystem":"pypi","requirements":"==1.1.5","direct":false,"kind":"runtime","optional":false},{"id":21610764512,"package_name":"urllib3","ecosystem":"pypi","requirements":"==1.26.9","direct":false,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2025-01-25T14:28:07.917Z","updated_at":"2025-01-25T14:28:07.917Z","repository_link":"https://github.com/LAMDA-Tabular/TALENT/blob/main/pyproject.toml","dependencies":[]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2025-04-19T06:31:25.038Z","updated_at":"2025-04-19T06:31:25.038Z","repository_link":"https://github.com/LAMDA-Tabular/TALENT/blob/main/requirements.txt","dependencies":[{"id":22750874983,"package_name":"annoy","ecosystem":"pypi","requirements":"==1.17.3","direct":true,"kind":"runtime","optional":false},{"id":22750874984,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.66.4","direct":true,"kind":"runtime","optional":false},{"id":22750874985,"package_name":"category_encoders","ecosystem":"pypi","requirements":"==2.6.3","direct":true,"kind":"runtime","optional":false},{"id":22750874986,"package_name":"delu","ecosystem":"pypi","requirements":"==0.0.23","direct":true,"kind":"runtime","optional":false},{"id":22750875982,"package_name":"einops","ecosystem":"pypi","requirements":"==0.8.0","direct":true,"kind":"runtime","optional":false},{"id":22750875983,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.26.4","direct":true,"kind":"runtime","optional":false},{"id":22750875984,"package_name":"optuna","ecosystem":"pypi","requirements":"==3.6.1","direct":true,"kind":"runtime","optional":false},{"id":22750875985,"package_name":"pandas","ecosystem":"pypi","requirements":"==2.2.2","direct":true,"kind":"runtime","optional":false},{"id":22750875986,"package_name":"qhoptim","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":22750876025,"package_name":"Requests","ecosystem":"pypi","requirements":"==2.31.0","direct":true,"kind":"runtime","optional":false},{"id":22750876026,"package_name":"scikit_learn","ecosystem":"pypi","requirements":"==1.4.2","direct":true,"kind":"runtime","optional":false},{"id":22750876027,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.13.0","direct":true,"kind":"runtime","optional":false},{"id":22750876028,"package_name":"torch","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"runtime","optional":false},{"id":22750876029,"package_name":"xgboost","ecosystem":"pypi","requirements":"==2.0.3","direct":true,"kind":"runtime","optional":false},{"id":22750876030,"package_name":"lightgbm","ecosystem":"pypi","requirements":"==4.3.0","direct":true,"kind":"runtime","optional":false},{"id":22750876031,"package_name":"catboost","ecosystem":"pypi","requirements":"==1.2.3","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2025-04-19T06:31:27.165Z","updated_at":"2025-04-19T06:31:27.165Z","repository_link":"https://github.com/LAMDA-Tabular/TALENT/blob/main/setup.py","dependencies":[{"id":22750876049,"package_name":"annoy","ecosystem":"pypi","requirements":"==1.17.3","direct":true,"kind":"runtime","optional":false},{"id":22750876050,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.66.4","direct":true,"kind":"runtime","optional":false},{"id":22750876051,"package_name":"category_encoders","ecosystem":"pypi","requirements":"==2.6.3","direct":true,"kind":"runtime","optional":false},{"id":22750876052,"package_name":"delu","ecosystem":"pypi","requirements":"==0.0.23","direct":true,"kind":"runtime","optional":false},{"id":22750876053,"package_name":"einops","ecosystem":"pypi","requirements":"==0.8.0","direct":true,"kind":"runtime","optional":false},{"id":22750876054,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.26.4","direct":true,"kind":"runtime","optional":false},{"id":22750876055,"package_name":"optuna","ecosystem":"pypi","requirements":"==3.6.1","direct":true,"kind":"runtime","optional":false},{"id":22750876056,"package_name":"pandas","ecosystem":"pypi","requirements":"==2.2.2","direct":true,"kind":"runtime","optional":false},{"id":22750876057,"package_name":"qhoptim","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":22750876058,"package_name":"Requests","ecosystem":"pypi","requirements":"==2.31.0","direct":true,"kind":"runtime","optional":false},{"id":22750876059,"package_name":"scikit_learn","ecosystem":"pypi","requirements":"==1.4.2","direct":true,"kind":"runtime","optional":false},{"id":22750876060,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.13.0","direct":true,"kind":"runtime","optional":false},{"id":22750876061,"package_name":"torch","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"runtime","optional":false},{"id":22750876062,"package_name":"xgboost","ecosystem":"pypi","requirements":"==2.0.3","direct":true,"kind":"runtime","optional":false},{"id":22750876063,"package_name":"lightgbm","ecosystem":"pypi","requirements":"==4.3.0","direct":true,"kind":"runtime","optional":false},{"id":22750876064,"package_name":"catboost","ecosystem":"pypi","requirements":"==1.2.3","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-04T15:51:09.808Z","updated_at":"2025-10-07T08:15:00.024Z","avatar_url":"https://github.com/LAMDA-Tabular.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":["https://doi.org/10.1038/s41586-024-08328-6"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/36245","html_url":"https://science.ecosyste.ms/projects/36245","bibtex_url":"https://science.ecosyste.ms/projects/36245/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/36245/export.apalike"}