{"id":5191,"name":"dfac","description":"[ICML 2021] DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning","url":"https://github.com/j3soon/dfac","last_synced_at":"2025-09-04T18:32:50.266Z","repository":{"id":41510777,"uuid":"376137013","full_name":"j3soon/dfac","owner":"j3soon","description":"[ICML 2021] DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning","archived":false,"fork":false,"pushed_at":"2023-06-01T20:30:20.000Z","size":1158,"stargazers_count":32,"open_issues_count":0,"forks_count":3,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-07-18T08:35:45.129Z","etag":null,"topics":["dfac","icml-2021","multi-agent-reinforcement-learning","reinforcement-learning","smac","starcraft2"],"latest_commit_sha":null,"homepage":"https://j3soon.github.io/dfac","language":"Python","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/j3soon.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.bib","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-06-11T20:35:33.000Z","updated_at":"2025-03-06T08:16:45.000Z","dependencies_parsed_at":"2025-04-12T02:46:57.431Z","dependency_job_id":null,"html_url":"https://github.com/j3soon/dfac","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/j3soon/dfac","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/j3soon%2Fdfac","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/j3soon%2Fdfac/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/j3soon%2Fdfac/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/j3soon%2Fdfac/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/j3soon","download_url":"https://codeload.github.com/j3soon/dfac/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/j3soon%2Fdfac/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273653822,"owners_count":25144546,"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":"2025-09-04T02:00:08.968Z","response_time":61,"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":"j3soon","name":"Johnson Sun","uuid":"20457146","kind":"user","description":"","email":"","website":"https://j3soon.github.io/","location":"Taiwan","twitter":"j3soon","company":"@Elsa-Lab @NVIDIA","icon_url":"https://avatars.githubusercontent.com/u/20457146?v=4","repositories_count":129,"last_synced_at":"2025-03-26T14:50:09.079Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/j3soon","funding_links":[],"total_stars":1040,"followers":133,"following":101,"created_at":"2023-03-18T20:08:32.947Z","updated_at":"2025-03-26T14:50:09.079Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/j3soon","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/j3soon/repositories"},"packages":[],"commits":{"id":7414879,"full_name":"j3soon/dfac","default_branch":"master","committers":[{"name":"Johnson","email":"j3.soon@msa.hinet.net","login":"j3soon","count":8}],"total_commits":8,"total_committers":1,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":8.0,"dds":0.0,"past_year_committers":[],"past_year_total_commits":0,"past_year_total_committers":0,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":0.0,"past_year_dds":0.0,"last_synced_at":"2025-07-18T06:34:56.926Z","last_synced_commit":"4ab58e41ff9fd645459dd66dd1ab7c7f658527f6","created_at":"2024-12-07T23:12:38.676Z","updated_at":"2025-07-18T06:34:56.927Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/j3soon%2Fdfac/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.936Z","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":"j3soon/dfac","html_url":"https://github.com/j3soon/dfac","last_synced_at":"2025-07-18T06:34:52.474Z","status":"error","issues_count":2,"pull_requests_count":0,"avg_time_to_close_issue":735900.0,"avg_time_to_close_pull_request":null,"issues_closed_count":2,"pull_requests_closed_count":0,"pull_request_authors_count":0,"issue_authors_count":2,"avg_comments_per_issue":1.5,"avg_comments_per_pull_request":null,"merged_pull_requests_count":0,"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":"2024-12-07T23:12:39.407Z","updated_at":"2025-07-18T06:34:52.474Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/j3soon%2Fdfac","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/j3soon%2Fdfac/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":2},"pull_request_author_associations_count":{},"issue_authors":{"ybh4798":1,"LiP2301":1},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.939Z","repositories_count":10081478,"issues_count":31331220,"pull_requests_count":96240505,"authors_count":10693617,"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":[],"active_maintainers":[]},"events":{"total":{"WatchEvent":3},"last_year":{"WatchEvent":3}},"keywords":["dfac","icml-2021","multi-agent-reinforcement-learning","reinforcement-learning","smac","starcraft2"],"dependencies":[{"ecosystem":"pypi","filepath":"pymarl/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-09-01T13:51:06.762Z","updated_at":"2022-09-01T13:51:06.762Z","repository_link":"https://github.com/j3soon/dfac/blob/master/pymarl/requirements.txt","dependencies":[{"id":3510388885,"package_name":"absl-py","ecosystem":"pypi","requirements":"==0.5.0","direct":true,"kind":"runtime","optional":false},{"id":3510388886,"package_name":"atomicwrites","ecosystem":"pypi","requirements":"==1.2.1","direct":true,"kind":"runtime","optional":false},{"id":3510388887,"package_name":"attrs","ecosystem":"pypi","requirements":"==18.2.0","direct":true,"kind":"runtime","optional":false},{"id":3510388888,"package_name":"certifi","ecosystem":"pypi","requirements":"==2018.8.24","direct":true,"kind":"runtime","optional":false},{"id":3510388889,"package_name":"chardet","ecosystem":"pypi","requirements":"==3.0.4","direct":true,"kind":"runtime","optional":false},{"id":3510388890,"package_name":"cycler","ecosystem":"pypi","requirements":"==0.10.0","direct":true,"kind":"runtime","optional":false},{"id":3510388891,"package_name":"docopt","ecosystem":"pypi","requirements":"==0.6.2","direct":true,"kind":"runtime","optional":false},{"id":3510388892,"package_name":"enum34","ecosystem":"pypi","requirements":"==1.1.6","direct":true,"kind":"runtime","optional":false},{"id":3510388893,"package_name":"future","ecosystem":"pypi","requirements":"==0.16.0","direct":true,"kind":"runtime","optional":false},{"id":3510388894,"package_name":"idna","ecosystem":"pypi","requirements":"==2.7","direct":true,"kind":"runtime","optional":false},{"id":3510388895,"package_name":"imageio","ecosystem":"pypi","requirements":"==2.4.1","direct":true,"kind":"runtime","optional":false},{"id":3510388896,"package_name":"jsonpickle","ecosystem":"pypi","requirements":"==0.9.6","direct":true,"kind":"runtime","optional":false},{"id":3510388897,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"==1.0.1","direct":true,"kind":"runtime","optional":false},{"id":3510388898,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.0.0","direct":true,"kind":"runtime","optional":false},{"id":3510388899,"package_name":"mock","ecosystem":"pypi","requirements":"==2.0.0","direct":true,"kind":"runtime","optional":false},{"id":3510388900,"package_name":"more-itertools","ecosystem":"pypi","requirements":"==4.3.0","direct":true,"kind":"runtime","optional":false},{"id":3510388901,"package_name":"mpyq","ecosystem":"pypi","requirements":"==0.2.5","direct":true,"kind":"runtime","optional":false},{"id":3510388902,"package_name":"munch","ecosystem":"pypi","requirements":"==2.3.2","direct":true,"kind":"runtime","optional":false},{"id":3510388903,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.15.2","direct":true,"kind":"runtime","optional":false},{"id":3510388904,"package_name":"pathlib2","ecosystem":"pypi","requirements":"==2.3.2","direct":true,"kind":"runtime","optional":false},{"id":3510388905,"package_name":"pbr","ecosystem":"pypi","requirements":"==4.3.0","direct":true,"kind":"runtime","optional":false},{"id":3510388906,"package_name":"Pillow","ecosystem":"pypi","requirements":"==5.3.0","direct":true,"kind":"runtime","optional":false},{"id":3510388907,"package_name":"pluggy","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":3510388908,"package_name":"portpicker","ecosystem":"pypi","requirements":"==1.2.0","direct":true,"kind":"runtime","optional":false},{"id":3510388909,"package_name":"probscale","ecosystem":"pypi","requirements":"==0.2.3","direct":true,"kind":"runtime","optional":false},{"id":3510388910,"package_name":"protobuf","ecosystem":"pypi","requirements":"==3.6.1","direct":true,"kind":"runtime","optional":false},{"id":3510388911,"package_name":"py","ecosystem":"pypi","requirements":"==1.6.0","direct":true,"kind":"runtime","optional":false},{"id":3510388912,"package_name":"pygame","ecosystem":"pypi","requirements":"==1.9.4","direct":true,"kind":"runtime","optional":false},{"id":3510388913,"package_name":"pyparsing","ecosystem":"pypi","requirements":"==2.2.2","direct":true,"kind":"runtime","optional":false},{"id":3510388914,"package_name":"pysc2","ecosystem":"pypi","requirements":"==3.0.0","direct":true,"kind":"runtime","optional":false},{"id":3510388915,"package_name":"pytest","ecosystem":"pypi","requirements":"==3.8.2","direct":true,"kind":"runtime","optional":false},{"id":3510388916,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"==2.7.3","direct":true,"kind":"runtime","optional":false},{"id":3510388917,"package_name":"PyYAML","ecosystem":"pypi","requirements":"==3.13","direct":true,"kind":"runtime","optional":false},{"id":3510388918,"package_name":"requests","ecosystem":"pypi","requirements":"==2.19.1","direct":true,"kind":"runtime","optional":false},{"id":3510388919,"package_name":"s2clientprotocol","ecosystem":"pypi","requirements":"==4.10.1.75800.0","direct":true,"kind":"runtime","optional":false},{"id":3510388920,"package_name":"sacred","ecosystem":"pypi","requirements":"==0.7.2","direct":true,"kind":"runtime","optional":false},{"id":3510388921,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":3510388922,"package_name":"six","ecosystem":"pypi","requirements":"==1.11.0","direct":true,"kind":"runtime","optional":false},{"id":3510388923,"package_name":"sk-video","ecosystem":"pypi","requirements":"==1.1.10","direct":true,"kind":"runtime","optional":false},{"id":3510388924,"package_name":"snakeviz","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":3510388925,"package_name":"tensorboard-logger","ecosystem":"pypi","requirements":"==0.1.0","direct":true,"kind":"runtime","optional":false},{"id":3510388926,"package_name":"torch","ecosystem":"pypi","requirements":"==0.4.1","direct":true,"kind":"runtime","optional":false},{"id":3510388927,"package_name":"torchvision","ecosystem":"pypi","requirements":"==0.2.1","direct":true,"kind":"runtime","optional":false},{"id":3510388928,"package_name":"tornado","ecosystem":"pypi","requirements":"==5.1.1","direct":true,"kind":"runtime","optional":false},{"id":3510388929,"package_name":"urllib3","ecosystem":"pypi","requirements":"==1.23","direct":true,"kind":"runtime","optional":false},{"id":3510388930,"package_name":"websocket-client","ecosystem":"pypi","requirements":"==0.53.0","direct":true,"kind":"runtime","optional":false},{"id":3510388931,"package_name":"whichcraft","ecosystem":"pypi","requirements":"==0.5.2","direct":true,"kind":"runtime","optional":false},{"id":3510388932,"package_name":"wrapt","ecosystem":"pypi","requirements":"==1.10.11","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"sacred/dev-requirements.txt","sha":null,"kind":"manifest","created_at":"2022-09-01T13:51:06.826Z","updated_at":"2022-09-01T13:51:06.826Z","repository_link":"https://github.com/j3soon/dfac/blob/master/sacred/dev-requirements.txt","dependencies":[{"id":3510388993,"package_name":"docopt","ecosystem":"pypi","requirements":"==0.6.2","direct":true,"kind":"development","optional":false},{"id":3510388994,"package_name":"gitdb2","ecosystem":"pypi","requirements":"==2.0.0","direct":true,"kind":"development","optional":false},{"id":3510388995,"package_name":"GitPython","ecosystem":"pypi","requirements":"==2.1.1","direct":true,"kind":"development","optional":false},{"id":3510388996,"package_name":"hashfs","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"development","optional":false},{"id":3510388997,"package_name":"jsonpickle","ecosystem":"pypi","requirements":"==0.9.3","direct":true,"kind":"development","optional":false},{"id":3510388998,"package_name":"Mako","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"development","optional":false},{"id":3510388999,"package_name":"MarkupSafe","ecosystem":"pypi","requirements":"==0.23","direct":true,"kind":"development","optional":false},{"id":3510389000,"package_name":"mock","ecosystem":"pypi","requirements":"==2.0.0","direct":true,"kind":"development","optional":false},{"id":3510389001,"package_name":"mongomock","ecosystem":"pypi","requirements":"==3.7.0","direct":true,"kind":"development","optional":false},{"id":3510389002,"package_name":"munch","ecosystem":"pypi","requirements":"==2.0.4","direct":true,"kind":"development","optional":false},{"id":3510389003,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.11.3","direct":true,"kind":"development","optional":false},{"id":3510389004,"package_name":"pandas","ecosystem":"pypi","requirements":"==0.19.2","direct":true,"kind":"development","optional":false},{"id":3510389005,"package_name":"pbr","ecosystem":"pypi","requirements":"==1.10.0","direct":true,"kind":"development","optional":false},{"id":3510389006,"package_name":"py","ecosystem":"pypi","requirements":"==1.4.32","direct":true,"kind":"development","optional":false},{"id":3510389007,"package_name":"pymongo","ecosystem":"pypi","requirements":"==3.4.0","direct":true,"kind":"development","optional":false},{"id":3510389008,"package_name":"pytest","ecosystem":"pypi","requirements":"==3.0.5","direct":true,"kind":"development","optional":false},{"id":3510389009,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"==2.6.0","direct":true,"kind":"development","optional":false},{"id":3510389010,"package_name":"pytz","ecosystem":"pypi","requirements":"==2016.10","direct":true,"kind":"development","optional":false},{"id":3510389011,"package_name":"PyYAML","ecosystem":"pypi","requirements":"==3.12","direct":true,"kind":"development","optional":false},{"id":3510389012,"package_name":"scandir","ecosystem":"pypi","requirements":"==1.4","direct":true,"kind":"development","optional":false},{"id":3510389013,"package_name":"sentinels","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"development","optional":false},{"id":3510389014,"package_name":"smmap2","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"development","optional":false},{"id":3510389015,"package_name":"SQLAlchemy","ecosystem":"pypi","requirements":"==1.1.4","direct":true,"kind":"development","optional":false},{"id":3510389016,"package_name":"tinydb","ecosystem":"pypi","requirements":"==3.2.1","direct":true,"kind":"development","optional":false},{"id":3510389017,"package_name":"tinydb-serialization","ecosystem":"pypi","requirements":"==1.0.3","direct":true,"kind":"development","optional":false},{"id":3510389018,"package_name":"wrapt","ecosystem":"pypi","requirements":"==1.10.8","direct":true,"kind":"development","optional":false}]},{"ecosystem":"pypi","filepath":"sacred/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-09-01T13:51:06.939Z","updated_at":"2022-09-01T13:51:06.939Z","repository_link":"https://github.com/j3soon/dfac/blob/master/sacred/requirements.txt","dependencies":[{"id":3510389214,"package_name":"docopt","ecosystem":"pypi","requirements":"==0.6.2","direct":true,"kind":"runtime","optional":false},{"id":3510389215,"package_name":"jsonpickle","ecosystem":"pypi","requirements":"==0.9.3","direct":true,"kind":"runtime","optional":false},{"id":3510389216,"package_name":"mock","ecosystem":"pypi","requirements":"==2.0.0","direct":true,"kind":"runtime","optional":false},{"id":3510389217,"package_name":"munch","ecosystem":"pypi","requirements":"==2.0.4","direct":true,"kind":"runtime","optional":false},{"id":3510389218,"package_name":"pbr","ecosystem":"pypi","requirements":"==1.10.0","direct":true,"kind":"runtime","optional":false},{"id":3510389219,"package_name":"py","ecosystem":"pypi","requirements":"==1.4.32","direct":true,"kind":"runtime","optional":false},{"id":3510389220,"package_name":"pytest","ecosystem":"pypi","requirements":"==3.0.5","direct":true,"kind":"runtime","optional":false},{"id":3510389221,"package_name":"wrapt","ecosystem":"pypi","requirements":"==1.10.8","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"sacred/setup.py","sha":null,"kind":"manifest","created_at":"2022-09-01T13:51:06.988Z","updated_at":"2022-09-01T13:51:06.988Z","repository_link":"https://github.com/j3soon/dfac/blob/master/sacred/setup.py","dependencies":[{"id":3510389229,"package_name":"docopt","ecosystem":"pypi","requirements":"\u003e=0.3,","direct":true,"kind":"runtime","optional":false},{"id":3510389230,"package_name":"jsonpickle","ecosystem":"pypi","requirements":"\u003e=0.7.2,","direct":true,"kind":"runtime","optional":false},{"id":3510389231,"package_name":"munch","ecosystem":"pypi","requirements":"\u003e=2.0.2,","direct":true,"kind":"runtime","optional":false},{"id":3510389232,"package_name":"wrapt","ecosystem":"pypi","requirements":"\u003e=1.0,","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"smac/setup.py","sha":null,"kind":"manifest","created_at":"2022-09-01T13:51:07.073Z","updated_at":"2022-09-01T13:51:07.073Z","repository_link":"https://github.com/j3soon/dfac/blob/master/smac/setup.py","dependencies":[{"id":3510389233,"package_name":"pysc2","ecosystem":"pypi","requirements":"\u003e=3.0.0","direct":true,"kind":"runtime","optional":false},{"id":3510389234,"package_name":"s2clientprotocol","ecosystem":"pypi","requirements":"\u003e=4.10.1.75800.0","direct":true,"kind":"runtime","optional":false},{"id":3510389235,"package_name":"absl-py","ecosystem":"pypi","requirements":"\u003e=0.1.0","direct":true,"kind":"runtime","optional":false},{"id":3510389236,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.10","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"docker","filepath":"Dockerfile","sha":null,"kind":"manifest","created_at":"2025-04-10T11:37:47.921Z","updated_at":"2025-04-10T11:37:47.921Z","repository_link":"https://github.com/j3soon/dfac/blob/master/Dockerfile","dependencies":[{"id":22626160314,"package_name":"$DOCKER_BASE","ecosystem":"docker","requirements":"latest","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"pymarl/docker/Dockerfile","sha":null,"kind":"manifest","created_at":"2025-04-10T11:37:48.115Z","updated_at":"2025-04-10T11:37:48.115Z","repository_link":"https://github.com/j3soon/dfac/blob/master/pymarl/docker/Dockerfile","dependencies":[{"id":22626160374,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"9.2-cudnn7-devel-ubuntu16.04","direct":true,"kind":"build","optional":false}]}],"score":3.4657359027997265,"created_at":"2025-09-04T15:50:14.484Z","updated_at":"2025-10-07T08:05:18.190Z","avatar_url":"https://github.com/j3soon.png","language":"Python","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/5191","html_url":"https://science.ecosyste.ms/projects/5191","bibtex_url":"https://science.ecosyste.ms/projects/5191/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/5191/export.apalike"}