{"id":124948,"url":"https://github.com/kyegomez/zeta","last_synced_at":"2026-06-02T08:30:25.555Z","repository":{"id":179994560,"uuid":"664420782","full_name":"kyegomez/zeta","owner":"kyegomez","description":"Build high-performance AI models with modular building blocks","archived":false,"fork":false,"pushed_at":"2026-05-19T01:57:19.000Z","size":43322,"stargazers_count":592,"open_issues_count":8,"forks_count":58,"subscribers_count":5,"default_branch":"master","last_synced_at":"2026-05-19T22:54:40.903Z","etag":null,"topics":["attention-mechanism","attention-model","chatgpt","ffns","llms","lucidrains","openai","pytorch","pytorch-implementation","pytorch-tutorial","tensorflow","transformer-architecture","transformers"],"latest_commit_sha":null,"homepage":"https://zeta.apac.ai","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/kyegomez.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"docs/contributing.md","funding":".github/FUNDING.yml","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,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null},"funding":{"github":["kyegomez"],"patreon":null,"open_collective":null,"ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"lfx_crowdfunding":null,"custom":null}},"created_at":"2023-07-09T23:39:33.000Z","updated_at":"2026-05-19T10:32:22.000Z","dependencies_parsed_at":"2025-12-24T02:04:30.029Z","dependency_job_id":null,"html_url":"https://github.com/kyegomez/zeta","commit_stats":{"total_commits":681,"total_committers":15,"mean_commits":45.4,"dds":"0.48604992657856094","last_synced_commit":"fd5f853a648c9194b135e51aa34bed6c336080b9"},"previous_names":["kyegomez/zeta"],"tags_count":6,"template":false,"template_full_name":null,"purl":"pkg:github/kyegomez/zeta","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kyegomez","download_url":"https://codeload.github.com/kyegomez/zeta/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33420660,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-23T22:14:44.296Z","status":"online","status_checked_at":"2026-05-24T02:00:06.296Z","response_time":57,"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":"kyegomez","name":"Eternal Reclaimer","uuid":"98760976","kind":"user","description":"Leader of Agora, the open source Multi-Modal AI research lab join our community here: https://discord.gg/hCJpnhA5aP","email":"","website":"https://www.swarms.world/","location":"Miami","twitter":"KyeGomezB","company":"Automated Public Assistance Company","icon_url":"https://avatars.githubusercontent.com/u/98760976?u=20f6194e354d56e7751f1c06283cc5422dd0285b\u0026v=4","repositories_count":331,"last_synced_at":"2024-04-15T05:04:07.231Z","metadata":{"has_sponsors_listing":true},"html_url":"https://github.com/kyegomez","funding_links":["https://github.com/sponsors/kyegomez"],"total_stars":13343,"followers":942,"following":82,"created_at":"2023-03-14T21:43:12.030Z","updated_at":"2024-04-15T05:05:38.254Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kyegomez","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kyegomez/repositories"},"packages":[{"id":8130293,"name":"zetascale","ecosystem":"pypi","description":"LEGO blocks for AI: Build state-of-the-art models faster with modular PyTorch components.","homepage":"https://github.com/kyegomez/zeta","licenses":"MIT","normalized_licenses":["MIT"],"repository_url":"https://github.com/kyegomez/zeta","keywords_array":["artificial intelligence","deep learning","optimizers","Prompt Engineering","swarms","agents","llms","transformers","multi-agent","swarms of agents","Enterprise-Grade Agents","Production-Grade Agents","Agents","Multi-Grade-Agents","Swarms","Transformers","LLMs","Prompt Engineering","Agents","Generative Agents","Generative AI","Agent Marketplace","Agent Store","LSTMS","GRUs","RNNs","CNNs","MLPs","DNNs"],"namespace":null,"versions_count":195,"first_release_published_at":"2023-07-10T04:20:44.000Z","latest_release_published_at":"2025-11-07T22:41:55.000Z","latest_release_number":"2.8.8","last_synced_at":"2026-05-24T04:03:46.624Z","created_at":"2023-08-22T17:41:48.349Z","updated_at":"2026-05-24T04:03:46.625Z","registry_url":"https://pypi.org/project/zetascale/","install_command":"pip install zetascale --index-url https://pypi.org/simple","documentation_url":"https://zetascale.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 4 - Beta","Intended Audience :: Developers","License :: OSI Approved :: MIT License","Programming Language :: Python :: 3","Programming Language :: Python :: 3.10","Programming Language :: Python :: 3.11","Programming Language :: Python :: 3.12","Programming Language :: Python :: 3.13","Topic :: Scientific/Engineering :: Artificial Intelligence"],"normalized_name":"zetascale","project_status":null},"repo_metadata":{"id":179994560,"uuid":"664420782","full_name":"kyegomez/zeta","owner":"kyegomez","description":"Build high-performance AI models with modular building blocks","archived":false,"fork":false,"pushed_at":"2024-04-12T22:04:18.000Z","size":28362,"stargazers_count":230,"open_issues_count":11,"forks_count":22,"subscribers_count":4,"default_branch":"master","last_synced_at":"2024-04-13T21:43:32.452Z","etag":null,"topics":["artificial-intelligence","deep-learning","gpt4","llama2","longnet","multi-agent-systems","multi-modal","multi-modal-learning","multi-platform","pytorch","speech-recognition","transformer","transformers"],"latest_commit_sha":null,"homepage":"https://zeta.apac.ai","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/kyegomez.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"docs/contributing.md","funding":".github/FUNDING.yml","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},"funding":{"github":["kyegomez"],"patreon":null,"open_collective":null,"ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"lfx_crowdfunding":null,"custom":null}},"created_at":"2023-07-09T23:39:33.000Z","updated_at":"2024-04-22T17:33:56.521Z","dependencies_parsed_at":"2023-09-27T03:09:25.553Z","dependency_job_id":"dbb42888-1564-48ff-b05d-7c18f3461c9b","html_url":"https://github.com/kyegomez/zeta","commit_stats":null,"previous_names":["kyegomez/zeta"],"tags_count":6,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kyegomez","download_url":"https://codeload.github.com/kyegomez/zeta/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":217590815,"owners_count":16201404,"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","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_record":{"login":"kyegomez","name":"Eternal Reclaimer","uuid":"98760976","kind":"user","description":"Leader of Agora, the open source Multi-Modal AI research lab join our community here: https://discord.gg/hCJpnhA5aP","email":"","website":"https://www.swarms.world/","location":"Miami","twitter":"KyeGomezB","company":"Automated Public Assistance Company","icon_url":"https://avatars.githubusercontent.com/u/98760976?u=20f6194e354d56e7751f1c06283cc5422dd0285b\u0026v=4","repositories_count":331,"last_synced_at":"2024-04-15T05:04:07.231Z","metadata":{"has_sponsors_listing":true},"html_url":"https://github.com/kyegomez","funding_links":["https://github.com/sponsors/kyegomez"],"total_stars":13343,"followers":942,"following":82,"created_at":"2023-03-14T21:43:12.030Z","updated_at":"2024-04-15T05:05:38.254Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kyegomez","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kyegomez/repositories"},"tags":[{"name":"2.3.7","sha":"cb58448858181db6fc80ba78e018e931b545875e","kind":"commit","published_at":"2024-04-06T02:47:32.000Z","download_url":"https://codeload.github.com/kyegomez/zeta/tar.gz/2.3.7","html_url":"https://github.com/kyegomez/zeta/releases/tag/2.3.7","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/2.3.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/2.3.7/manifests"},{"name":"0.0.3","sha":"e18c46917532f481f2f8396db0e9763b876d29ca","kind":"commit","published_at":"2023-07-10T17:39:34.000Z","download_url":"https://codeload.github.com/kyegomez/zeta/tar.gz/0.0.3","html_url":"https://github.com/kyegomez/zeta/releases/tag/0.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.3/manifests"},{"name":"0.0.2","sha":"ecd7de8a9fa551e6487d2eef8070db786e3b7e93","kind":"commit","published_at":"2023-07-10T04:19:13.000Z","download_url":"https://codeload.github.com/kyegomez/zeta/tar.gz/0.0.2","html_url":"https://github.com/kyegomez/zeta/releases/tag/0.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.2/manifests"},{"name":"0.0.111","sha":"0e234328f23173a654de29299910fd630c9c505e","kind":"commit","published_at":"2023-07-10T03:06:00.000Z","download_url":"https://codeload.github.com/kyegomez/zeta/tar.gz/0.0.111","html_url":"https://github.com/kyegomez/zeta/releases/tag/0.0.111","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.111","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.111/manifests"},{"name":"0.0.11","sha":"796ca30e1dde98de371816a3141522b017b01670","kind":"commit","published_at":"2023-07-10T02:53:03.000Z","download_url":"https://codeload.github.com/kyegomez/zeta/tar.gz/0.0.11","html_url":"https://github.com/kyegomez/zeta/releases/tag/0.0.11","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.11","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.11/manifests"},{"name":"0.0.1","sha":"fdf5a5a29ebc5bf75b2d7d15229c9d8ce4707c9b","kind":"commit","published_at":"2023-07-10T01:35:07.000Z","download_url":"https://codeload.github.com/kyegomez/zeta/tar.gz/0.0.1","html_url":"https://github.com/kyegomez/zeta/releases/tag/0.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/tags/0.0.1/manifests"}]},"repo_metadata_updated_at":"2024-09-07T22:00:16.610Z","dependent_packages_count":72,"downloads":11399,"downloads_period":"last-month","dependent_repos_count":0,"rankings":{"downloads":29.97903142067156,"dependent_repos_count":69.83997923010507,"dependent_packages_count":7.519604726861593,"stargazers_count":32.270276471263045,"forks_count":30.240805745201598,"docker_downloads_count":null,"average":33.969939518820574},"purl":"pkg:pypi/zetascale","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/zetascale","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/zetascale","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/zetascale/dependencies","status":null,"funding_links":["https://github.com/sponsors/kyegomez"],"critical":null,"issue_metadata":{"last_synced_at":"2024-09-07T20:33:12.975Z","issues_count":61,"pull_requests_count":166,"avg_time_to_close_issue":1208346.396551724,"avg_time_to_close_pull_request":750586.6543209876,"issues_closed_count":58,"pull_requests_closed_count":162,"pull_request_authors_count":5,"issue_authors_count":10,"avg_comments_per_issue":1.2950819672131149,"avg_comments_per_pull_request":0.4457831325301205,"merged_pull_requests_count":122,"bot_issues_count":0,"bot_pull_requests_count":128,"past_year_issues_count":61,"past_year_pull_requests_count":154,"past_year_avg_time_to_close_issue":1208346.396551724,"past_year_avg_time_to_close_pull_request":440986.7866666667,"past_year_issues_closed_count":58,"past_year_pull_requests_closed_count":150,"past_year_pull_request_authors_count":5,"past_year_issue_authors_count":10,"past_year_avg_comments_per_issue":1.2950819672131149,"past_year_avg_comments_per_pull_request":0.44805194805194803,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":116,"past_year_merged_pull_requests_count":114,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/issues","maintainers":[],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/zetascale/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/zetascale/version_numbers","latest_version_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/zetascale/latest_version","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/zetascale/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/zetascale/related_packages","codemeta_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/zetascale/codemeta","maintainers":[{"uuid":"apacai","login":"apacai","name":null,"email":null,"url":null,"packages_count":253,"html_url":"https://pypi.org/user/apacai/","role":null,"created_at":"2023-08-22T19:11:24.504Z","updated_at":"2023-08-22T19:11:24.504Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/apacai/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":874582,"maintainers_count":374049,"namespaces_count":0,"keywords_count":285845,"github":"pypi","metadata":{"funded_packages_count":54057},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2026-05-29T05:11:24.287Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}}],"commits":{"id":1640434,"full_name":"kyegomez/zeta","default_branch":"master","total_commits":693,"total_committers":15,"total_bot_commits":127,"total_bot_committers":1,"mean_commits":46.2,"dds":0.4949494949494949,"past_year_total_commits":11,"past_year_total_committers":1,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":11.0,"past_year_dds":0.0,"last_synced_at":"2026-05-24T04:08:04.057Z","last_synced_commit":"fe82c50e0f738ff6b4ae37ea4f3af6631b880c74","created_at":"2024-07-25T15:39:32.733Z","updated_at":"2026-05-24T04:06:32.680Z","committers":[{"name":"Kye","email":"kye@apacmediasolutions.com","login":null,"count":350},{"name":"dependabot[bot]","email":"49699333+dependabot[bot]","login":"dependabot[bot]","count":127},{"name":"evelynmitchell","email":"efmphone@gmail.com","login":"evelynmitchell","count":87},{"name":"Eternal Reclaimer","email":"98760976+kyegomez","login":"kyegomez","count":65},{"name":"Kye Gomez","email":"swarms_wd@Kyes-MacBook-Pro.local","login":null,"count":35},{"name":"vyomakesh09","email":"vyomkeshkesh@gmail.com","login":"vyomakesh09","count":8},{"name":"Your Name","email":"you@example.com","login":"invalid-email-address","count":8},{"name":"simudt","email":"simuniliarc@gmail.com","login":null,"count":4},{"name":"accuracy_maker","email":"accuracy_maker@163.com","login":"accuracy-maker","count":2},{"name":"James4Ever0","email":"randomvoidmail@foxmail.com","login":"James4Ever0","count":2},{"name":"vignesh","email":"29157342+viai957","login":"viai957","count":1},{"name":"dogukan uraz tuna","email":"156364766+simudt","login":"simudt","count":1},{"name":"WangYihang","email":"bool1020@bupt.edu.cn","login":"Bool1020","count":1},{"name":"Melih Darcan","email":"57872471+MelihDarcanxyz","login":"MelihDarcanxyz","count":1},{"name":"Ram","email":"ram@Rams-MacBook-Pro.local","login":null,"count":1}],"past_year_committers":[{"name":"Kye Gomez","email":"kye@swarms.world","login":"kyegomez","count":11}],"commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-05-25T00:00:11.816Z","repositories_count":6241433,"commits_count":883275742,"contributors_count":34917800,"owners_count":1157386,"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":{"table":{"full_name":"kyegomez/zeta","html_url":"https://github.com/kyegomez/zeta","last_synced_at":"2026-05-19T21:16:03.257Z","status":"active","issues_count":72,"pull_requests_count":412,"avg_time_to_close_issue":2805897.4833333334,"avg_time_to_close_pull_request":1425833.9757575758,"issues_closed_count":60,"pull_requests_closed_count":330,"pull_request_authors_count":10,"issue_authors_count":30,"avg_comments_per_issue":1.5138888888888888,"avg_comments_per_pull_request":0.5024271844660194,"merged_pull_requests_count":169,"bot_issues_count":2,"bot_pull_requests_count":365,"past_year_issues_count":6,"past_year_pull_requests_count":71,"past_year_avg_time_to_close_issue":4363959.0,"past_year_avg_time_to_close_pull_request":3524349.515151515,"past_year_issues_closed_count":4,"past_year_pull_requests_closed_count":33,"past_year_pull_request_authors_count":1,"past_year_issue_authors_count":5,"past_year_avg_comments_per_issue":1.5,"past_year_avg_comments_per_pull_request":0.7183098591549296,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":71,"past_year_merged_pull_requests_count":0,"created_at":"2024-07-25T15:40:03.197Z","updated_at":"2026-05-19T21:16:03.257Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/kyegomez%2Fzeta/issues","issue_labels_count":{"table":{"bug":62,"no-issue-activity":27,"python":2,"dependencies":2}},"pull_request_labels_count":{"table":{"dependencies":363,"python":294,"github_actions":69,"no-pr-activity":38}},"issue_author_associations_count":{"table":{"CONTRIBUTOR":44,"NONE":28}},"pull_request_author_associations_count":{"table":{"CONTRIBUTOR":407,"NONE":5}},"issue_authors":{"table":{"evelynmitchell":28,"vyomakesh09":11,"erlebach":3,"dependabot[bot]":2,"sam7676":2,"calliope-pro":2,"eisneim":1,"viai957":1,"chen-gui":1,"adamsro":1,"wangzitong-whu":1,"0seba":1,"1325116124":1,"yangyang2023a":1,"ClementMaliet":1,"hjcho12":1,"jhkwag970":1,"MelihDarcanxyz":1,"julian540":1,"Tecorigin":1,"Math312":1,"DeadZen":1,"chenhengx0101":1,"dddlli":1,"mpj1234":1,"renyuanzhe":1,"ZSL98":1,"ben-xD":1,"James4Ever0":1,"aviralchharia":1}},"pull_request_authors":{"table":{"dependabot[bot]":365,"evelynmitchell":29,"vyomakesh09":10,"simudt":2,"Bool1020":1,"MelihDarcanxyz":1,"0-hero":1,"viai957":1,"James4Ever0":1,"accuracy-maker":1}},"host":{"table":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-05-24T00:00:44.577Z","repositories_count":14682721,"issues_count":34058288,"pull_requests_count":111490737,"authors_count":11272405,"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":{"table":{"no-issue-activity":5,"bug":4}},"past_year_pull_request_labels_count":{"table":{"dependencies":71,"python":54,"no-pr-activity":19,"github_actions":17}},"past_year_issue_author_associations_count":{"table":{"NONE":6}},"past_year_pull_request_author_associations_count":{"table":{"CONTRIBUTOR":71}},"past_year_issue_authors":{"table":{"sam7676":2,"adamsro":1,"mpj1234":1,"Tecorigin":1,"wangzitong-whu":1}},"past_year_pull_request_authors":{"table":{"dependabot[bot]":71}},"maintainers":[],"active_maintainers":[]}},"events":{"total":{"DeleteEvent":64,"PullRequestEvent":121,"ForkEvent":14,"IssuesEvent":17,"WatchEvent":155,"IssueCommentEvent":84,"PushEvent":32,"CreateEvent":69},"last_year":{"DeleteEvent":25,"PullRequestEvent":53,"ForkEvent":2,"IssuesEvent":5,"WatchEvent":38,"IssueCommentEvent":30,"PushEvent":8,"CreateEvent":27}},"keywords":["attention-mechanism","attention-model","chatgpt","ffns","llms","lucidrains","openai","pytorch","pytorch-implementation","pytorch-tutorial","tensorflow","transformer-architecture","transformers"],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/aws.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:03:53.125Z","updated_at":"2025-12-24T02:03:53.125Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/aws.yml","dependencies":[{"id":25777020659,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020660,"package_name":"aws-actions/configure-aws-credentials","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020672,"package_name":"aws-actions/amazon-ecr-login","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":25777020678,"package_name":"aws-actions/amazon-ecs-render-task-definition","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":25777020693,"package_name":"aws-actions/amazon-ecs-deploy-task-definition","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/bandit.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:03:55.403Z","updated_at":"2025-12-24T02:03:55.403Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/bandit.yml","dependencies":[{"id":25777020695,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020696,"package_name":"shundor/python-bandit-scan","ecosystem":"actions","requirements":"9cc5aa4a006482b8a7f91134412df6772dbda22c","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"examples/cython_tests/setup.py","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:16.636Z","updated_at":"2025-12-24T02:04:16.636Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/examples/cython_tests/setup.py","dependencies":[]},{"ecosystem":"actions","filepath":".github/action.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:03:50.982Z","updated_at":"2025-12-24T02:03:50.982Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/action.yml","dependencies":[{"id":25777020595,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020596,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020597,"package_name":"snok/install-poetry","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":25777020649,"package_name":"actions/cache","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/codeql.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:03:58.052Z","updated_at":"2025-12-24T02:03:58.052Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/codeql.yml","dependencies":[{"id":25777020733,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020734,"package_name":"github/codeql-action/init","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":25777020740,"package_name":"github/codeql-action/autobuild","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":25777020744,"package_name":"github/codeql-action/analyze","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/codacy.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:03:57.082Z","updated_at":"2025-12-24T02:03:57.082Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/codacy.yml","dependencies":[{"id":25777020723,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020724,"package_name":"codacy/codacy-analysis-cli-action","ecosystem":"actions","requirements":"97bf5df3c09e75f5bcd72695998f96ebd701846e","direct":true,"kind":"composite","optional":false},{"id":25777020731,"package_name":"github/codeql-action/upload-sarif","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"examples/training/mo/requirements.txt","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:16.680Z","updated_at":"2025-12-24T02:04:16.680Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/examples/training/mo/requirements.txt","dependencies":[{"id":25777021133,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021134,"package_name":"triton","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021190,"package_name":"argparse","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021193,"package_name":"json","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021200,"package_name":"os","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021204,"package_name":"multiprocessing","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021226,"package_name":"deepspeed","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021228,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021299,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021309,"package_name":"loguru","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021310,"package_name":"mamba-omega","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021322,"package_name":"tiktoken","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/unit-test.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:07.451Z","updated_at":"2025-12-24T02:04:07.451Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/unit-test.yml","dependencies":[{"id":25777020913,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020914,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/bearer.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:03:56.496Z","updated_at":"2025-12-24T02:03:56.496Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/bearer.yml","dependencies":[{"id":25777020711,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020712,"package_name":"bearer/bearer-action","ecosystem":"actions","requirements":"828eeb928ce2f4a7ca5ed57fb8b59508cb8c79bc","direct":true,"kind":"composite","optional":false},{"id":25777020716,"package_name":"github/codeql-action/upload-sarif","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/crda.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:03:59.745Z","updated_at":"2025-12-24T02:03:59.745Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/crda.yml","dependencies":[{"id":25777020772,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020773,"package_name":"redhat-actions/openshift-tools-installer","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":25777020777,"package_name":"redhat-actions/crda","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/dependency-review.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:00.415Z","updated_at":"2025-12-24T02:04:00.415Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/dependency-review.yml","dependencies":[{"id":25777020783,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020784,"package_name":"actions/dependency-review-action","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/docs.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:00.684Z","updated_at":"2025-12-24T02:04:00.684Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/docs.yml","dependencies":[{"id":25777020793,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020794,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/generator-generic-ossf-slsa3-publish.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:00.741Z","updated_at":"2025-12-24T02:04:00.741Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/generator-generic-ossf-slsa3-publish.yml","dependencies":[{"id":25777020795,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/label.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:00.798Z","updated_at":"2025-12-24T02:04:00.798Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/label.yml","dependencies":[{"id":25777020796,"package_name":"actions/labeler","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/pysa.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:03.123Z","updated_at":"2025-12-24T02:04:03.123Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/pysa.yml","dependencies":[{"id":25777020843,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020844,"package_name":"facebook/pysa-action","ecosystem":"actions","requirements":"f46a63777e59268613bd6e2ff4e29f144ca9e88b","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/python-package-conda.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:03.252Z","updated_at":"2025-12-24T02:04:03.252Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/python-package-conda.yml","dependencies":[{"id":25777020849,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020850,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/python-package.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:03.313Z","updated_at":"2025-12-24T02:04:03.313Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/python-package.yml","dependencies":[{"id":25777020854,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020855,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/publish.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:01.599Z","updated_at":"2025-12-24T02:04:01.599Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/publish.yml","dependencies":[{"id":25777020807,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020808,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false},{"id":25777020809,"package_name":"pypa/gh-action-pypi-publish","ecosystem":"actions","requirements":"release/v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/pull-request-links.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:02.070Z","updated_at":"2025-12-24T02:04:02.070Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/pull-request-links.yml","dependencies":[{"id":25777020822,"package_name":"readthedocs/actions/preview","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/python-app.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:03.179Z","updated_at":"2025-12-24T02:04:03.179Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/python-app.yml","dependencies":[{"id":25777020846,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020847,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/python-publish.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:03.370Z","updated_at":"2025-12-24T02:04:03.370Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/python-publish.yml","dependencies":[{"id":25777020856,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020857,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false},{"id":25777020858,"package_name":"pypa/gh-action-pypi-publish","ecosystem":"actions","requirements":"ec4db0b4ddc65acdf4bff5fa45ac92d78b56bdf0","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/pylint.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:02.599Z","updated_at":"2025-12-24T02:04:02.599Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/pylint.yml","dependencies":[{"id":25777020832,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020833,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/pyre.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:02.660Z","updated_at":"2025-12-24T02:04:02.660Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/pyre.yml","dependencies":[{"id":25777020834,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020835,"package_name":"facebook/pyre-action","ecosystem":"actions","requirements":"12b8d923443ea66cb657facc2e5faac1c8c86e64","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/stale.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:03.441Z","updated_at":"2025-12-24T02:04:03.441Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/stale.yml","dependencies":[{"id":25777020859,"package_name":"actions/stale","ecosystem":"actions","requirements":"v9","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/super-linter.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:04.290Z","updated_at":"2025-12-24T02:04:04.290Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/super-linter.yml","dependencies":[{"id":25777020870,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020871,"package_name":"github/super-linter","ecosystem":"actions","requirements":"v6","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/terraform.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:05.181Z","updated_at":"2025-12-24T02:04:05.181Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/terraform.yml","dependencies":[{"id":25777020882,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020883,"package_name":"hashicorp/setup-terraform","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"docs/requirements.txt","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:08.638Z","updated_at":"2025-12-24T02:04:08.638Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/docs/requirements.txt","dependencies":[{"id":25777020926,"package_name":"mkdocs","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777020936,"package_name":"mkdocs-material","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777020948,"package_name":"mkdocs-glightbox","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777020955,"package_name":"mkdocs-git-authors-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777020961,"package_name":"mkdocs-git-revision-date-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777020965,"package_name":"mkdocs-git-committers-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777020967,"package_name":"mkdocstrings","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777020974,"package_name":"mike","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777020987,"package_name":"mkdocs-jupyter","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021000,"package_name":"mkdocs-git-committers-plugin-2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021006,"package_name":"mkdocs-git-revision-date-localized-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021007,"package_name":"mkdocs-redirects","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021008,"package_name":"mkdocs-material-extensions","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021021,"package_name":"mkdocs-simple-hooks","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021022,"package_name":"mkdocs-awesome-pages-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021026,"package_name":"mkdocs-versioning","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021028,"package_name":"mkdocs-mermaid2-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021029,"package_name":"mkdocs-include-markdown-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021039,"package_name":"mkdocs-enumerate-headings-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021041,"package_name":"mkdocs-autolinks-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021067,"package_name":"mkdocs-minify-html-plugin","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021068,"package_name":"jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021076,"package_name":"markdown","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021077,"package_name":"pygments","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021083,"package_name":"pymdown-extensions","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021099,"package_name":"babel","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021129,"package_name":"colorama","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021130,"package_name":"paginate","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021132,"package_name":"regex","ecosystem":"pypi","requirements":"\u003e=2022.4","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:29.371Z","updated_at":"2025-12-24T02:04:29.371Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/requirements.txt","dependencies":[{"id":25777021660,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021661,"package_name":"einops","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021662,"package_name":"memory-profiler","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021663,"package_name":"bitsandbytes","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021664,"package_name":"typing","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021672,"package_name":"einops-exts","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021673,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021674,"package_name":"accelerate","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021675,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021676,"package_name":"torchfix","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021710,"package_name":"torchdiffeq","ecosystem":"pypi","requirements":"\u003e=0.2.3,\u003c0.3.0","direct":true,"kind":"runtime","optional":false},{"id":25777021725,"package_name":"beartype","ecosystem":"pypi","requirements":"\u003e=0.15.0,\u003c0.16.0","direct":true,"kind":"runtime","optional":false},{"id":25777021726,"package_name":"vector-quantize-pytorch","ecosystem":"pypi","requirements":"\u003e=1.12.0,\u003c1.13.0","direct":true,"kind":"runtime","optional":false},{"id":25777021727,"package_name":"loguru","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021728,"package_name":"rich","ecosystem":"pypi","requirements":"==13.7.1","direct":true,"kind":"runtime","optional":false},{"id":25777021729,"package_name":"tiktoken","ecosystem":"pypi","requirements":"==0.6.0","direct":true,"kind":"runtime","optional":false},{"id":25777021730,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.20.0,\u003c5.0.0","direct":true,"kind":"runtime","optional":false},{"id":25777021731,"package_name":"tqdm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021732,"package_name":"mkdocs","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021733,"package_name":"mkdocs-material","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021734,"package_name":"mkdocs-glightbox","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021735,"package_name":"argparse","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021736,"package_name":"colt5-attention","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021737,"package_name":"joblib","ecosystem":"pypi","requirements":"\u003e=1.3.0,\u003c1.4.0","direct":true,"kind":"runtime","optional":false},{"id":25777021738,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.5.0,\u003c1.6.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/test.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:06.458Z","updated_at":"2025-12-24T02:04:06.458Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/test.yml","dependencies":[{"id":25777020903,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":25777020904,"package_name":"./.github/actions/poetry_setup","ecosystem":"actions","requirements":"*","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/welcome.yml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:07.508Z","updated_at":"2025-12-24T02:04:07.508Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/.github/workflows/welcome.yml","dependencies":[{"id":25777020916,"package_name":"actions/first-interaction","ecosystem":"actions","requirements":"v1.3.0","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"docker","filepath":"tests/Dockerfile","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:08.580Z","updated_at":"2025-12-24T02:04:08.580Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/tests/Dockerfile","dependencies":[{"id":25777020925,"package_name":"python","ecosystem":"docker","requirements":"3.9-slim","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2025-12-24T02:04:20.393Z","updated_at":"2025-12-24T02:04:20.393Z","repository_link":"https://github.com/kyegomez/zeta/blob/master/pyproject.toml","dependencies":[{"id":25777021362,"package_name":"python","ecosystem":"pypi","requirements":"^3.10","direct":true,"kind":"runtime","optional":false},{"id":25777021368,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021369,"package_name":"einops","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021382,"package_name":"bitsandbytes","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021388,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.20.0,\u003c5.0.0","direct":true,"kind":"runtime","optional":false},{"id":25777021392,"package_name":"einops-exts","ecosystem":"pypi","requirements":"0.0.4","direct":true,"kind":"runtime","optional":false},{"id":25777021414,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021427,"package_name":"accelerate","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021484,"package_name":"vector-quantize-pytorch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021488,"package_name":"beartype","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021499,"package_name":"tqdm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021500,"package_name":"rich","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021509,"package_name":"colt5-attention","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021518,"package_name":"argparse","ecosystem":"pypi","requirements":"^1.4.0","direct":true,"kind":"runtime","optional":false},{"id":25777021519,"package_name":"local-attention","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021558,"package_name":"loguru","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":25777021559,"package_name":"joblib","ecosystem":"pypi","requirements":"\u003e=1.3.0,\u003c1.4.0","direct":true,"kind":"runtime","optional":false},{"id":25777021565,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.5.0,\u003c1.6.0","direct":true,"kind":"runtime","optional":false},{"id":25777021588,"package_name":"ruff","ecosystem":"pypi","requirements":"\u003e=0.5.1,\u003c0.5.2","direct":true,"kind":"lint","optional":false},{"id":25777021589,"package_name":"types-toml","ecosystem":"pypi","requirements":"^0.10.8.1","direct":true,"kind":"lint","optional":false},{"id":25777021602,"package_name":"types-redis","ecosystem":"pypi","requirements":"^4.3.21.6","direct":true,"kind":"lint","optional":false},{"id":25777021618,"package_name":"types-pytz","ecosystem":"pypi","requirements":"\u003e=2023.3,\u003c2025.0","direct":true,"kind":"lint","optional":false},{"id":25777021619,"package_name":"black","ecosystem":"pypi","requirements":"\u003e=23.1,\u003c25.0","direct":true,"kind":"lint","optional":false},{"id":25777021620,"package_name":"types-chardet","ecosystem":"pypi","requirements":"^5.0.4.6","direct":true,"kind":"lint","optional":false},{"id":25777021644,"package_name":"mypy-protobuf","ecosystem":"pypi","requirements":"^3.0.0","direct":true,"kind":"lint","optional":false},{"id":25777021659,"package_name":"pytest","ecosystem":"pypi","requirements":"8.3.2","direct":true,"kind":"lint","optional":false}]}],"score":18.452644419157757,"created_at":"2024-07-25T15:26:23.638Z","updated_at":"2026-06-02T08:30:25.555Z","avatar_url":"https://github.com/kyegomez.png","language":"Python","codemeta":null,"publiccode":null,"project_url":"https://summary.ecosyste.ms/api/v1/projects/124948","html_url":"https://summary.ecosyste.ms/projects/124948"}