{"id":278117,"name":null,"description":"Loopy belief propagation for factor graphs on discrete variables in JAX","url":"https://github.com/google-deepmind/pgmax","last_synced_at":"2025-10-16T06:32:34.727Z","repository":{"id":66141140,"uuid":"539972071","full_name":"google-deepmind/PGMax","owner":"google-deepmind","description":"Loopy belief propagation for factor graphs on discrete variables in JAX","archived":false,"fork":false,"pushed_at":"2024-10-18T01:32:29.000Z","size":15327,"stargazers_count":152,"open_issues_count":1,"forks_count":12,"subscribers_count":8,"default_branch":"main","last_synced_at":"2025-06-17T00:48:08.160Z","etag":null,"topics":["bayesian-inference","belief-propagation","jax","python"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/google-deepmind.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-09-22T12:32:27.000Z","updated_at":"2025-06-12T17:04:59.000Z","dependencies_parsed_at":"2023-09-07T20:34:53.336Z","dependency_job_id":"4c14b8da-8b48-42a4-8f80-0b5c803eefd6","html_url":"https://github.com/google-deepmind/PGMax","commit_stats":null,"previous_names":["google-deepmind/pgmax","deepmind/pgmax"],"tags_count":4,"template":false,"template_full_name":null,"purl":"pkg:github/google-deepmind/PGMax","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2FPGMax","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2FPGMax/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2FPGMax/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2FPGMax/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google-deepmind","download_url":"https://codeload.github.com/google-deepmind/PGMax/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2FPGMax/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279162733,"owners_count":26117273,"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":"2025-10-16T02:00:06.019Z","response_time":53,"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":"google-deepmind","name":"Google DeepMind","uuid":"8596759","kind":"organization","description":"","email":null,"website":"https://www.deepmind.com/","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/8596759?v=4","repositories_count":245,"last_synced_at":"2024-04-16T03:10:42.909Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/google-deepmind","funding_links":[],"total_stars":148753,"followers":10102,"following":0,"created_at":"2022-11-02T16:32:01.461Z","updated_at":"2024-04-16T03:11:30.206Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google-deepmind","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google-deepmind/repositories"},"packages":[],"commits":{"id":10365334,"full_name":"google-deepmind/pgmax","default_branch":"main","committers":[{"name":"PGMax team","email":"pgmax-dev@google.com","login":null,"count":32},{"name":"Antoine Dedieu","email":"tonio.dedieu@gmail.com","login":"antoine-dedieu","count":9},{"name":"StannisZhou","email":"tczhouguangyao@gmail.com","login":"StannisZhou","count":4},{"name":"Stannis Zhou","email":"stannis@google.com","login":null,"count":2}],"total_commits":47,"total_committers":4,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":11.75,"dds":0.3191489361702128,"past_year_committers":[{"name":"StannisZhou","email":"tczhouguangyao@gmail.com","login":"StannisZhou","count":3},{"name":"Antoine Dedieu","email":"tonio.dedieu@gmail.com","login":"antoine-dedieu","count":2}],"past_year_total_commits":5,"past_year_total_committers":2,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":2.5,"past_year_dds":0.4,"last_synced_at":"2025-06-17T14:29:57.519Z","last_synced_commit":"741d532bb4e08f89d1bb86c8e272d913b48aa262","created_at":"2025-06-17T00:39:14.049Z","updated_at":"2025-06-17T14:31:00.635Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fpgmax/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-10-16T00:09:37.962Z","repositories_count":6083693,"commits_count":925041024,"contributors_count":36101504,"owners_count":1107259,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"google-deepmind/pgmax","html_url":"https://github.com/google-deepmind/pgmax","last_synced_at":"2025-06-17T00:40:20.379Z","status":null,"issues_count":8,"pull_requests_count":0,"avg_time_to_close_issue":8371475.714285715,"avg_time_to_close_pull_request":null,"issues_closed_count":7,"pull_requests_closed_count":0,"pull_request_authors_count":0,"issue_authors_count":8,"avg_comments_per_issue":2.25,"avg_comments_per_pull_request":null,"merged_pull_requests_count":0,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":2,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":7865.0,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":1,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":2,"past_year_avg_comments_per_issue":4.5,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2025-06-17T00:39:16.307Z","updated_at":"2025-09-02T11:09:52.005Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fpgmax","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fpgmax/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":9},"pull_request_author_associations_count":{},"issue_authors":{"hnisonoff":1,"gaborcs":1,"amrzv":1,"murphyk":1,"cuent":1,"hayoc":1,"NishanthJKumar":1,"ishaanmht":1,"lkskstlr":1},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-10-16T00:00:07.423Z","repositories_count":10985003,"issues_count":33957582,"pull_requests_count":109753524,"authors_count":11037789,"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":1},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{"gaborcs":1},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"IssuesEvent":1,"WatchEvent":29,"PushEvent":3,"ForkEvent":1},"last_year":{"IssuesEvent":1,"WatchEvent":29,"PushEvent":3,"ForkEvent":1}},"keywords":["bayesian-inference","belief-propagation","jax","python"],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/ci.yaml","sha":null,"kind":"manifest","created_at":"2023-09-07T20:34:51.861Z","updated_at":"2023-09-07T20:34:51.861Z","repository_link":"https://github.com/google-deepmind/PGMax/blob/main/.github/workflows/ci.yaml","dependencies":[{"id":13433156258,"package_name":"styfle/cancel-workflow-action","ecosystem":"actions","requirements":"0.8.0","direct":true,"kind":"composite","optional":false},{"id":13433156259,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":13433156260,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":13433156261,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/publish.yaml","sha":null,"kind":"manifest","created_at":"2023-09-07T20:34:51.922Z","updated_at":"2023-09-07T20:34:51.922Z","repository_link":"https://github.com/google-deepmind/PGMax/blob/main/.github/workflows/publish.yaml","dependencies":[{"id":13433156262,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":13433156263,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"docs/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-09-07T20:34:51.949Z","updated_at":"2023-09-07T20:34:51.949Z","repository_link":"https://github.com/google-deepmind/PGMax/blob/main/docs/requirements.txt","dependencies":[{"id":13433156366,"package_name":"sphinx","ecosystem":"pypi","requirements":"==3.3.0","direct":true,"kind":"runtime","optional":false},{"id":13433156370,"package_name":"sphinx_rtd_theme","ecosystem":"pypi","requirements":"==0.5.0","direct":true,"kind":"runtime","optional":false},{"id":13433156372,"package_name":"sphinxcontrib-katex","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":13433156937,"package_name":"sphinxcontrib-bibtex","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":13433156938,"package_name":"sphinx-autodoc-typehints","ecosystem":"pypi","requirements":"==1.11.1","direct":true,"kind":"runtime","optional":false},{"id":13433156939,"package_name":"IPython","ecosystem":"pypi","requirements":"==8.10","direct":true,"kind":"runtime","optional":false},{"id":13433156940,"package_name":"ipykernel","ecosystem":"pypi","requirements":"==5.3.4","direct":true,"kind":"runtime","optional":false},{"id":13433156941,"package_name":"pandoc","ecosystem":"pypi","requirements":"==1.0.2","direct":true,"kind":"runtime","optional":false},{"id":13433156942,"package_name":"jinja2","ecosystem":"pypi","requirements":"\u003c3.1.0","direct":true,"kind":"runtime","optional":false},{"id":13433156943,"package_name":"jupyter","ecosystem":"pypi","requirements":"\u003e=1.0.0","direct":true,"kind":"runtime","optional":false},{"id":13433156944,"package_name":"matplotlib","ecosystem":"pypi","requirements":"\u003e=3.2.0","direct":true,"kind":"runtime","optional":false},{"id":13433156945,"package_name":"jax","ecosystem":"pypi","requirements":"\u003e=0.2.25","direct":true,"kind":"runtime","optional":false},{"id":13433156946,"package_name":"jaxlib","ecosystem":"pypi","requirements":"\u003e=0.1.74","direct":true,"kind":"runtime","optional":false},{"id":13433156947,"package_name":"numba","ecosystem":"pypi","requirements":"\u003e=0.55.0","direct":true,"kind":"runtime","optional":false},{"id":13433156948,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.21.0","direct":true,"kind":"runtime","optional":false},{"id":13433156949,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.2.3","direct":true,"kind":"runtime","optional":false},{"id":13433156950,"package_name":"jupytext","ecosystem":"pypi","requirements":"\u003e=1.11.3","direct":true,"kind":"runtime","optional":false},{"id":13433156951,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.61.0","direct":true,"kind":"runtime","optional":false},{"id":13433156952,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.0.1","direct":true,"kind":"runtime","optional":false},{"id":13433156953,"package_name":"joblib","ecosystem":"pypi","requirements":"\u003e=1.1.0","direct":true,"kind":"runtime","optional":false},{"id":13433156954,"package_name":"pytest","ecosystem":"pypi","requirements":"\u003e=7.0.1","direct":true,"kind":"runtime","optional":false},{"id":13433156955,"package_name":"pytest-env","ecosystem":"pypi","requirements":"\u003e=0.6.2","direct":true,"kind":"runtime","optional":false},{"id":13433156956,"package_name":"pre-commit","ecosystem":"pypi","requirements":"\u003e=2.13.0","direct":true,"kind":"runtime","optional":false},{"id":13433156957,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"\u003e=2.12.1","direct":true,"kind":"runtime","optional":false},{"id":13433156958,"package_name":"tensorflow_datasets","ecosystem":"pypi","requirements":"\u003e=4.6.0","direct":true,"kind":"runtime","optional":false},{"id":13433156959,"package_name":"tensorflow","ecosystem":"pypi","requirements":"\u003e=2.9.1","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2023-09-07T20:34:53.173Z","updated_at":"2023-09-07T20:34:53.173Z","repository_link":"https://github.com/google-deepmind/PGMax/blob/main/requirements.txt","dependencies":[{"id":13433156971,"package_name":"typing_extensions","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13433156972,"package_name":"jupyter","ecosystem":"pypi","requirements":"\u003e=1.0.0","direct":true,"kind":"runtime","optional":false},{"id":13433156973,"package_name":"matplotlib","ecosystem":"pypi","requirements":"\u003e=3.2.0","direct":true,"kind":"runtime","optional":false},{"id":13433156974,"package_name":"jax","ecosystem":"pypi","requirements":"\u003e=0.2.25","direct":true,"kind":"runtime","optional":false},{"id":13433156975,"package_name":"jaxlib","ecosystem":"pypi","requirements":"\u003e=0.1.74","direct":true,"kind":"runtime","optional":false},{"id":13433156976,"package_name":"numba","ecosystem":"pypi","requirements":"\u003e=0.55.0","direct":true,"kind":"runtime","optional":false},{"id":13433156977,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.21.0","direct":true,"kind":"runtime","optional":false},{"id":13433156978,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.2.3","direct":true,"kind":"runtime","optional":false},{"id":13433156979,"package_name":"jupytext","ecosystem":"pypi","requirements":"\u003e=1.11.3","direct":true,"kind":"runtime","optional":false},{"id":13433156980,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.61.0","direct":true,"kind":"runtime","optional":false},{"id":13433156981,"package_name":"sphinx","ecosystem":"pypi","requirements":"\u003e=4.4.0","direct":true,"kind":"runtime","optional":false},{"id":13433156982,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.0.1","direct":true,"kind":"runtime","optional":false},{"id":13433156983,"package_name":"joblib","ecosystem":"pypi","requirements":"\u003e=1.1.0","direct":true,"kind":"runtime","optional":false},{"id":13433156984,"package_name":"pytest","ecosystem":"pypi","requirements":"\u003e=7.0.1","direct":true,"kind":"runtime","optional":false},{"id":13433156985,"package_name":"pytest-env","ecosystem":"pypi","requirements":"\u003e=0.6.2","direct":true,"kind":"runtime","optional":false},{"id":13433156986,"package_name":"pre-commit","ecosystem":"pypi","requirements":"\u003e=2.13.0","direct":true,"kind":"runtime","optional":false},{"id":13433156987,"package_name":"sphinx-rtd-theme","ecosystem":"pypi","requirements":"\u003e=0.5.2","direct":true,"kind":"runtime","optional":false},{"id":13433156988,"package_name":"sphinx-book-theme","ecosystem":"pypi","requirements":"\u003e=0.3.3","direct":true,"kind":"runtime","optional":false},{"id":13433156989,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"\u003e=2.12.1","direct":true,"kind":"runtime","optional":false},{"id":13433156990,"package_name":"tensorflow_datasets","ecosystem":"pypi","requirements":"\u003e=4.6.0","direct":true,"kind":"runtime","optional":false},{"id":13433156991,"package_name":"tensorflow","ecosystem":"pypi","requirements":"\u003e=2.9.1","direct":true,"kind":"runtime","optional":false},{"id":13433156992,"package_name":"cvxpy","ecosystem":"pypi","requirements":"\u003e=1.2.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2023-09-07T20:34:53.253Z","updated_at":"2023-09-07T20:34:53.253Z","repository_link":"https://github.com/google-deepmind/PGMax/blob/main/setup.py","dependencies":[]}],"score":6.416732282512326,"created_at":"2025-09-09T11:54:07.659Z","updated_at":"2025-10-16T06:32:34.776Z","avatar_url":"https://github.com/google-deepmind.png","language":"Jupyter Notebook","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/278117","html_url":"https://science.ecosyste.ms/projects/278117"}