{"id":60438,"name":"pysr_paper","description":"A paper describing the implementation of PySR and SymbolicRegression.jl","url":"https://github.com/milescranmer/pysr_paper","last_synced_at":"2025-09-05T15:53:57.499Z","repository":{"id":160742074,"uuid":"634986284","full_name":"MilesCranmer/pysr_paper","owner":"MilesCranmer","description":"A paper describing the implementation of PySR and SymbolicRegression.jl","archived":false,"fork":false,"pushed_at":"2024-02-05T21:56:47.000Z","size":68736,"stargazers_count":58,"open_issues_count":3,"forks_count":15,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-08-31T21:00:35.924Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"TeX","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/MilesCranmer.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2023-05-01T17:52:51.000Z","updated_at":"2025-05-17T00:58:15.000Z","dependencies_parsed_at":"2024-10-03T12:28:23.562Z","dependency_job_id":"f2f0c420-c66d-4789-a4f2-d45a00c5cd70","html_url":"https://github.com/MilesCranmer/pysr_paper","commit_stats":null,"previous_names":[],"tags_count":3,"template":false,"template_full_name":null,"purl":"pkg:github/MilesCranmer/pysr_paper","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MilesCranmer%2Fpysr_paper","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MilesCranmer%2Fpysr_paper/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MilesCranmer%2Fpysr_paper/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MilesCranmer%2Fpysr_paper/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MilesCranmer","download_url":"https://codeload.github.com/MilesCranmer/pysr_paper/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MilesCranmer%2Fpysr_paper/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273781319,"owners_count":25167123,"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":"MilesCranmer","name":"Miles Cranmer","uuid":"7593028","kind":"user","description":"Assistant Professor at University of Cambridge.\r\n\r\nWorks on AI for the physical sciences.","email":"","website":"astroautomata.com","location":"Cambridge, UK","twitter":"MilesCranmer","company":"University of Cambridge","icon_url":"https://avatars.githubusercontent.com/u/7593028?u=0e7755ef777e573eefca1e0b73ec73fa0634aa9b\u0026v=4","repositories_count":219,"last_synced_at":"2025-08-31T20:48:05.925Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/MilesCranmer","funding_links":[],"total_stars":4284,"followers":1721,"following":128,"created_at":"2022-11-10T00:49:05.173Z","updated_at":"2025-08-31T20:48:05.925Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MilesCranmer","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MilesCranmer/repositories"},"packages":[],"commits":{"id":2158546,"full_name":"milescranmer/pysr_paper","default_branch":"master","committers":null,"total_commits":null,"total_committers":null,"total_bot_commits":null,"total_bot_committers":null,"mean_commits":null,"dds":null,"past_year_committers":null,"past_year_total_commits":null,"past_year_total_committers":null,"past_year_total_bot_commits":null,"past_year_total_bot_committers":null,"past_year_mean_commits":null,"past_year_dds":null,"last_synced_at":null,"last_synced_commit":null,"created_at":"2024-10-03T12:27:35.787Z","updated_at":"2024-10-03T12:27:35.787Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/milescranmer%2Fpysr_paper/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.343Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"owners_count":906558,"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":"milescranmer/pysr_paper","html_url":"https://github.com/milescranmer/pysr_paper","last_synced_at":"2025-04-23T13:45:16.534Z","status":null,"issues_count":2,"pull_requests_count":5,"avg_time_to_close_issue":76658.0,"avg_time_to_close_pull_request":3500.6666666666665,"issues_closed_count":1,"pull_requests_closed_count":3,"pull_request_authors_count":3,"issue_authors_count":1,"avg_comments_per_issue":5.5,"avg_comments_per_pull_request":1.4,"merged_pull_requests_count":3,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"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":"2024-10-03T12:27:36.254Z","updated_at":"2025-09-01T00:33:11.629Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/milescranmer%2Fpysr_paper","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/milescranmer%2Fpysr_paper/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":2},"pull_request_author_associations_count":{"OWNER":4,"NONE":1},"issue_authors":{"krosenfeld-IDM":2},"pull_request_authors":{"MilesCranmer":4,"ssharlin":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.939Z","repositories_count":10078555,"issues_count":31286015,"pull_requests_count":95989226,"authors_count":10692524,"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":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[{"login":"MilesCranmer","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/MilesCranmer"}],"active_maintainers":[]},"events":{"total":{"WatchEvent":9,"ForkEvent":2},"last_year":{"WatchEvent":9,"ForkEvent":2}},"keywords":[],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/build-pull-request.yml","sha":null,"kind":"manifest","created_at":"2023-05-15T13:45:34.063Z","updated_at":"2023-05-15T13:45:34.063Z","repository_link":"https://github.com/MilesCranmer/pysr_paper/blob/main/.github/workflows/build-pull-request.yml","dependencies":[{"id":9673094011,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":9673094014,"package_name":"showyourwork/showyourwork-action","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/build.yml","sha":null,"kind":"manifest","created_at":"2023-05-15T13:45:34.103Z","updated_at":"2023-05-15T13:45:34.103Z","repository_link":"https://github.com/MilesCranmer/pysr_paper/blob/main/.github/workflows/build.yml","dependencies":[{"id":9673094331,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":9673094332,"package_name":"showyourwork/showyourwork-action","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/process-pull-request.yml","sha":null,"kind":"manifest","created_at":"2023-05-15T13:45:34.140Z","updated_at":"2023-05-15T13:45:34.140Z","repository_link":"https://github.com/MilesCranmer/pysr_paper/blob/main/.github/workflows/process-pull-request.yml","dependencies":[{"id":9673094475,"package_name":"showyourwork/showyourwork-action/process-pull-request","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"docker","filepath":"benchmark/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-05-15T13:45:34.268Z","updated_at":"2023-05-15T13:45:34.268Z","repository_link":"https://github.com/MilesCranmer/pysr_paper/blob/main/benchmark/Dockerfile","dependencies":[{"id":9673094945,"package_name":"condaforge/mambaforge","ecosystem":"docker","requirements":"4.11.0-2","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"animations/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-05-15T13:45:34.359Z","updated_at":"2023-05-15T13:45:34.359Z","repository_link":"https://github.com/MilesCranmer/pysr_paper/blob/main/animations/requirements.txt","dependencies":[{"id":9673097323,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.22","direct":true,"kind":"runtime","optional":false},{"id":9673097331,"package_name":"pysr","ecosystem":"pypi","requirements":"==0.12.3","direct":true,"kind":"runtime","optional":false},{"id":9673097356,"package_name":"julia","ecosystem":"pypi","requirements":"\u003e=0.6.1,\u003c0.7","direct":true,"kind":"runtime","optional":false},{"id":9673097374,"package_name":"manim","ecosystem":"pypi","requirements":"==0.17.2","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"conda","filepath":"benchmark/environment.yml","sha":null,"kind":"manifest","created_at":"2024-10-03T12:28:01.337Z","updated_at":"2024-10-03T12:28:01.337Z","repository_link":"https://github.com/MilesCranmer/pysr_paper/blob/main/benchmark/environment.yml","dependencies":[{"id":20208715657,"package_name":"clang","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":20208715658,"package_name":"jupyter","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":20208715660,"package_name":"matplotlib","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":20208715663,"package_name":"numpy","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":20208715666,"package_name":"openmp","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":20208715667,"package_name":"pandas","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":20208715671,"package_name":"pip","ecosystem":"conda","requirements":"20.3.3.*","direct":true,"kind":"runtime","optional":false},{"id":20208715674,"package_name":"pytest","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":20208715676,"package_name":"python","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":20208715678,"package_name":"pyyaml","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":20208715684,"package_name":"scikit-learn","ecosystem":"conda","requirements":"0.24.1.*","direct":true,"kind":"runtime","optional":false},{"id":20208715685,"package_name":"sympy","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"conda","filepath":"environment.yml","sha":null,"kind":"manifest","created_at":"2024-10-03T12:28:18.559Z","updated_at":"2024-10-03T12:28:18.559Z","repository_link":"https://github.com/MilesCranmer/pysr_paper/blob/main/environment.yml","dependencies":[{"id":20208715693,"package_name":"matplotlib","ecosystem":"conda","requirements":"3.5.1","direct":true,"kind":"runtime","optional":false},{"id":20208715694,"package_name":"numpy","ecosystem":"conda","requirements":"1.19.5.*","direct":true,"kind":"runtime","optional":false},{"id":20208715695,"package_name":"pandas","ecosystem":"conda","requirements":"1.4.1.*","direct":true,"kind":"runtime","optional":false},{"id":20208715696,"package_name":"pip","ecosystem":"conda","requirements":"21.0.1.*","direct":true,"kind":"runtime","optional":false},{"id":20208715697,"package_name":"python","ecosystem":"conda","requirements":"3.9.*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"docker","filepath":"benchmark/official_competitors/pysr/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-10-03T12:28:19.176Z","updated_at":"2024-10-03T12:28:19.176Z","repository_link":"https://github.com/MilesCranmer/pysr_paper/blob/main/benchmark/official_competitors/pysr/Dockerfile","dependencies":[{"id":20208715699,"package_name":"docker.flatironinstitute.org/mcranmer/srbench-core","ecosystem":"docker","requirements":"latest","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"benchmark/official_competitors/pysr/environment.yml","sha":null,"kind":"manifest","created_at":"2024-10-03T12:28:21.391Z","updated_at":"2024-10-03T12:28:21.391Z","repository_link":"https://github.com/MilesCranmer/pysr_paper/blob/main/benchmark/official_competitors/pysr/environment.yml","dependencies":[]}],"score":null,"created_at":"2025-09-04T15:51:37.281Z","updated_at":"2025-10-07T08:23:44.039Z","avatar_url":"https://github.com/MilesCranmer.png","language":"TeX","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/60438","html_url":"https://science.ecosyste.ms/projects/60438","bibtex_url":"https://science.ecosyste.ms/projects/60438/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/60438/export.apalike"}