{"id":48286,"name":"deepke","description":"[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction","url":"https://github.com/zjunlp/deepke","last_synced_at":"2025-09-05T11:22:32.652Z","repository":{"id":37276339,"uuid":"143090423","full_name":"zjunlp/DeepKE","owner":"zjunlp","description":"[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction","archived":false,"fork":false,"pushed_at":"2025-07-19T00:07:13.000Z","size":127134,"stargazers_count":4088,"open_issues_count":1,"forks_count":726,"subscribers_count":46,"default_branch":"main","last_synced_at":"2025-08-19T12:38:13.439Z","etag":null,"topics":["attribute-extraction","chinese","deep-learning","deepke","document-level","few-shot","information-extraction","instructie","kg","knowledge-graph","knowprompt","lightner","low-resource","multi-modal","named-entity-recognition","ner","nlp","prompt","pytorch","relation-extraction"],"latest_commit_sha":null,"homepage":"http://deepke.zjukg.cn/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/zjunlp.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":".github/CODE_OF_CONDUCT.md","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":"2018-08-01T01:54:52.000Z","updated_at":"2025-08-19T00:30:13.000Z","dependencies_parsed_at":"2023-02-19T05:01:26.428Z","dependency_job_id":"b0930023-9d66-4e24-8f4a-a185fe003148","html_url":"https://github.com/zjunlp/DeepKE","commit_stats":{"total_commits":940,"total_committers":20,"mean_commits":47.0,"dds":0.7925531914893618,"last_synced_commit":"018ab988735153c8dee50d20cc6f0b3fe7c31d99"},"previous_names":[],"tags_count":14,"template":false,"template_full_name":null,"purl":"pkg:github/zjunlp/DeepKE","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zjunlp","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273748646,"owners_count":25160874,"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":"zjunlp","name":"ZJUNLP","uuid":"41887875","kind":"organization","description":"A NLP \u0026 KG Group of  Zhejiang  University","email":null,"website":"http://zjukg.org","location":"China","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/41887875?v=4","repositories_count":19,"last_synced_at":"2023-03-04T16:35:38.683Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/zjunlp","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-14T21:05:57.829Z","updated_at":"2023-03-04T16:35:38.755Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zjunlp","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zjunlp/repositories"},"packages":[{"id":11891946,"name":"mseep-deepke","ecosystem":"pypi","description":"DeepKE is a knowledge extraction toolkit for knowledge graph construction supporting low-resource, document-level and multimodal scenarios for entity, relation and attribute extraction.","homepage":"https://github.com/zjunlp/deepke","licenses":"MIT","normalized_licenses":["MIT"],"repository_url":"https://github.com/zjunlp/deepke","keywords_array":["pip","RE","NER","AE"],"namespace":null,"versions_count":1,"first_release_published_at":"2025-07-09T00:53:42.000Z","latest_release_published_at":"2025-07-09T00:53:42.000Z","latest_release_number":"2.2.7","last_synced_at":"2025-08-19T12:55:11.332Z","created_at":"2025-07-09T01:00:39.432Z","updated_at":"2025-08-19T12:58:06.428Z","registry_url":"https://pypi.org/project/mseep-deepke/","install_command":"pip install mseep-deepke --index-url https://pypi.org/simple","documentation_url":"https://mseep-deepke.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Operating System :: OS Independent","Programming Language :: Python :: 3"],"normalized_name":"mseep-deepke","project_status":null},"repo_metadata":{"id":37276339,"uuid":"143090423","full_name":"zjunlp/DeepKE","owner":"zjunlp","description":"[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction","archived":false,"fork":false,"pushed_at":"2025-07-19T00:07:13.000Z","size":127134,"stargazers_count":4036,"open_issues_count":4,"forks_count":726,"subscribers_count":45,"default_branch":"main","last_synced_at":"2025-07-19T04:56:10.654Z","etag":null,"topics":["attribute-extraction","chinese","deep-learning","deepke","document-level","few-shot","information-extraction","instructie","kg","knowledge-graph","knowprompt","lightner","low-resource","multi-modal","named-entity-recognition","ner","nlp","prompt","pytorch","relation-extraction"],"latest_commit_sha":null,"homepage":"http://deepke.zjukg.cn/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/zjunlp.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":".github/CODE_OF_CONDUCT.md","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":"2018-08-01T01:54:52.000Z","updated_at":"2025-07-19T03:06:02.000Z","dependencies_parsed_at":"2023-02-19T05:01:26.428Z","dependency_job_id":"b0930023-9d66-4e24-8f4a-a185fe003148","html_url":"https://github.com/zjunlp/DeepKE","commit_stats":{"total_commits":940,"total_committers":20,"mean_commits":47.0,"dds":0.7925531914893618,"last_synced_commit":"018ab988735153c8dee50d20cc6f0b3fe7c31d99"},"previous_names":[],"tags_count":14,"template":false,"template_full_name":null,"purl":"pkg:github/zjunlp/DeepKE","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zjunlp","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":271151635,"owners_count":24707868,"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":"2025-08-19T02:00:09.176Z","response_time":63,"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_record":{"login":"zjunlp","name":"ZJUNLP","uuid":"41887875","kind":"organization","description":"A NLP \u0026 KG Group of  Zhejiang  University","email":null,"website":"http://zjukg.org","location":"China","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/41887875?v=4","repositories_count":19,"last_synced_at":"2023-03-04T16:35:38.683Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/zjunlp","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-14T21:05:57.829Z","updated_at":"2023-03-04T16:35:38.755Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zjunlp","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zjunlp/repositories"},"tags":[{"name":"2.2.7","sha":"eaf9e294dec961dab4a439aadb5fd3cb741dc352","kind":"commit","published_at":"2023-09-21T03:41:11.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2.7","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.7/manifests"},{"name":"2.2.6","sha":"18b0118497948c6fd0265f977b8be493a96ece80","kind":"commit","published_at":"2023-08-05T12:52:39.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2.6","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.6/manifests"},{"name":"2.2.4","sha":"106e35d0cf0b541b48c00afc88ce15383be32c15","kind":"commit","published_at":"2023-06-28T13:45:54.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2.4","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.4/manifests"},{"name":"2.2.1","sha":"0ac5015358e9dad5a56c231bc3cbc78d0601fba0","kind":"commit","published_at":"2023-04-14T05:26:32.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2.1","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.1/manifests"},{"name":"2.2","sha":"15a06bb43fa4565069cceef7677da40b4e59a594","kind":"commit","published_at":"2023-04-04T11:02:24.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2/manifests"},{"name":"2.1.2","sha":"39ec4cee196f41d80b69be7244a948388f2e5783","kind":"commit","published_at":"2023-01-01T05:37:27.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.1.2","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.1.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.1.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.2/manifests"},{"name":"2.1.1","sha":"2a5c88d2bdb194c8152630b7df87069b2ba22fbe","kind":"commit","published_at":"2022-11-17T06:23:11.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.1.1","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.1.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.1.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.1/manifests"},{"name":"2.1.0","sha":"b0980cd251d6751c6d25fab81e651c4aef9509b2","kind":"commit","published_at":"2022-08-28T15:57:18.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.1.0","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.0/manifests"},{"name":"2.0.2","sha":"891d0d37de5c41d11b8d99480b8e4fc56067a4e1","kind":"commit","published_at":"2022-04-12T02:51:41.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.0.2","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.0.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.2/manifests"},{"name":"2.0.1","sha":"3d6a5d96ebc2e76c068a92fd0adcf202556923a9","kind":"commit","published_at":"2022-04-06T09:32:11.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.0.1","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.1/manifests"},{"name":"2.0.0","sha":"df9f7ef6e4050c4e4f4ec60455471e51af7dff95","kind":"commit","published_at":"2022-03-19T12:55:43.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.0.0","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.0/manifests"},{"name":"0.2.97","sha":"d4610ffb98281ec3228a1d664f718663205c7136","kind":"commit","published_at":"2022-01-11T06:13:59.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/0.2.97","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/0.2.97","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@0.2.97","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.2.97","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.2.97/manifests"},{"name":"0.2.0","sha":"26871a90b1cbe8990bb992bc36d6bed2b60f89c0","kind":"tag","published_at":"2019-12-06T04:50:21.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/0.2.0","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/0.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@0.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.2.0/manifests"},{"name":"0.1.0","sha":"36b2ecb8a2d19908e0c3eb653ae8aac2300e14ec","kind":"tag","published_at":"2019-09-17T02:19:06.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/0.1.0","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/0.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@0.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.1.0/manifests"}]},"repo_metadata_updated_at":"2025-08-19T12:58:06.427Z","dependent_packages_count":0,"downloads":118,"downloads_period":"last-month","dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":49.92698052008071,"dependent_packages_count":8.860455294587743,"stargazers_count":null,"forks_count":null,"docker_downloads_count":null,"average":29.393717907334228},"purl":"pkg:pypi/mseep-deepke","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/mseep-deepke","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/mseep-deepke","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/mseep-deepke/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-07-19T08:30:15.493Z","issues_count":435,"pull_requests_count":24,"avg_time_to_close_issue":477104.0303030303,"avg_time_to_close_pull_request":195114.16666666666,"issues_closed_count":429,"pull_requests_closed_count":24,"pull_request_authors_count":10,"issue_authors_count":270,"avg_comments_per_issue":4.774712643678161,"avg_comments_per_pull_request":0.4166666666666667,"merged_pull_requests_count":16,"bot_issues_count":0,"bot_pull_requests_count":7,"past_year_issues_count":83,"past_year_pull_requests_count":8,"past_year_avg_time_to_close_issue":724946.3827160494,"past_year_avg_time_to_close_pull_request":149058.0,"past_year_issues_closed_count":81,"past_year_pull_requests_closed_count":8,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":62,"past_year_avg_comments_per_issue":4.759036144578313,"past_year_avg_comments_per_pull_request":0.125,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":8,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/issues","maintainers":[{"login":"GoooDte","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/GoooDte"}],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/mseep-deepke/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/mseep-deepke/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/mseep-deepke/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/mseep-deepke/related_packages","maintainers":[{"uuid":"mseep","login":"mseep","name":null,"email":null,"url":null,"packages_count":686,"html_url":"https://pypi.org/user/mseep/","role":"Owner","created_at":"2025-07-09T02:34:06.457Z","updated_at":"2025-07-09T02:34:06.457Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/mseep/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":725104,"maintainers_count":308361,"namespaces_count":0,"keywords_count":238006,"github":"pypi","metadata":{"funded_packages_count":50519},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-05T05:40:58.860Z","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"}},{"id":337779,"name":"deepke","ecosystem":"pypi","description":"DeepKE is a knowledge extraction toolkit for knowledge graph construction supporting low-resource, document-level and multimodal scenarios for entity, relation and attribute extraction.","homepage":"https://github.com/zjunlp/deepke","licenses":"MIT","normalized_licenses":["MIT"],"repository_url":"https://github.com/zjunlp/deepke","keywords_array":["pip","RE","NER","AE"],"namespace":null,"versions_count":111,"first_release_published_at":"2021-04-12T11:34:33.000Z","latest_release_published_at":"2023-09-21T04:12:03.000Z","latest_release_number":"2.2.7","last_synced_at":"2025-08-19T12:19:36.028Z","created_at":"2022-04-06T12:49:46.694Z","updated_at":"2025-08-19T12:58:05.305Z","registry_url":"https://pypi.org/project/deepke/","install_command":"pip install deepke --index-url https://pypi.org/simple","documentation_url":"https://deepke.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Operating System :: OS Independent","Programming Language :: Python :: 3"],"normalized_name":"deepke","project_status":null},"repo_metadata":{"id":37276339,"uuid":"143090423","full_name":"zjunlp/DeepKE","owner":"zjunlp","description":"[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction","archived":false,"fork":false,"pushed_at":"2025-07-19T00:07:13.000Z","size":127134,"stargazers_count":4036,"open_issues_count":4,"forks_count":726,"subscribers_count":45,"default_branch":"main","last_synced_at":"2025-07-19T04:56:10.654Z","etag":null,"topics":["attribute-extraction","chinese","deep-learning","deepke","document-level","few-shot","information-extraction","instructie","kg","knowledge-graph","knowprompt","lightner","low-resource","multi-modal","named-entity-recognition","ner","nlp","prompt","pytorch","relation-extraction"],"latest_commit_sha":null,"homepage":"http://deepke.zjukg.cn/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/zjunlp.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":".github/CODE_OF_CONDUCT.md","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":"2018-08-01T01:54:52.000Z","updated_at":"2025-07-19T03:06:02.000Z","dependencies_parsed_at":"2023-02-19T05:01:26.428Z","dependency_job_id":"b0930023-9d66-4e24-8f4a-a185fe003148","html_url":"https://github.com/zjunlp/DeepKE","commit_stats":{"total_commits":940,"total_committers":20,"mean_commits":47.0,"dds":0.7925531914893618,"last_synced_commit":"018ab988735153c8dee50d20cc6f0b3fe7c31d99"},"previous_names":[],"tags_count":14,"template":false,"template_full_name":null,"purl":"pkg:github/zjunlp/DeepKE","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zjunlp","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":271151635,"owners_count":24707868,"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":"2025-08-19T02:00:09.176Z","response_time":63,"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_record":{"login":"zjunlp","name":"ZJUNLP","uuid":"41887875","kind":"organization","description":"A NLP \u0026 KG Group of  Zhejiang  University","email":null,"website":"http://zjukg.org","location":"China","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/41887875?v=4","repositories_count":19,"last_synced_at":"2023-03-04T16:35:38.683Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/zjunlp","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-14T21:05:57.829Z","updated_at":"2023-03-04T16:35:38.755Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zjunlp","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zjunlp/repositories"},"tags":[{"name":"2.2.7","sha":"eaf9e294dec961dab4a439aadb5fd3cb741dc352","kind":"commit","published_at":"2023-09-21T03:41:11.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2.7","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.7/manifests"},{"name":"2.2.6","sha":"18b0118497948c6fd0265f977b8be493a96ece80","kind":"commit","published_at":"2023-08-05T12:52:39.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2.6","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.6/manifests"},{"name":"2.2.4","sha":"106e35d0cf0b541b48c00afc88ce15383be32c15","kind":"commit","published_at":"2023-06-28T13:45:54.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2.4","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.4/manifests"},{"name":"2.2.1","sha":"0ac5015358e9dad5a56c231bc3cbc78d0601fba0","kind":"commit","published_at":"2023-04-14T05:26:32.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2.1","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2.1/manifests"},{"name":"2.2","sha":"15a06bb43fa4565069cceef7677da40b4e59a594","kind":"commit","published_at":"2023-04-04T11:02:24.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.2","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.2/manifests"},{"name":"2.1.2","sha":"39ec4cee196f41d80b69be7244a948388f2e5783","kind":"commit","published_at":"2023-01-01T05:37:27.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.1.2","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.1.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.1.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.2/manifests"},{"name":"2.1.1","sha":"2a5c88d2bdb194c8152630b7df87069b2ba22fbe","kind":"commit","published_at":"2022-11-17T06:23:11.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.1.1","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.1.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.1.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.1/manifests"},{"name":"2.1.0","sha":"b0980cd251d6751c6d25fab81e651c4aef9509b2","kind":"commit","published_at":"2022-08-28T15:57:18.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.1.0","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.1.0/manifests"},{"name":"2.0.2","sha":"891d0d37de5c41d11b8d99480b8e4fc56067a4e1","kind":"commit","published_at":"2022-04-12T02:51:41.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.0.2","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.0.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.2/manifests"},{"name":"2.0.1","sha":"3d6a5d96ebc2e76c068a92fd0adcf202556923a9","kind":"commit","published_at":"2022-04-06T09:32:11.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.0.1","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.1/manifests"},{"name":"2.0.0","sha":"df9f7ef6e4050c4e4f4ec60455471e51af7dff95","kind":"commit","published_at":"2022-03-19T12:55:43.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/2.0.0","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/2.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@2.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/2.0.0/manifests"},{"name":"0.2.97","sha":"d4610ffb98281ec3228a1d664f718663205c7136","kind":"commit","published_at":"2022-01-11T06:13:59.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/0.2.97","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/0.2.97","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@0.2.97","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.2.97","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.2.97/manifests"},{"name":"0.2.0","sha":"26871a90b1cbe8990bb992bc36d6bed2b60f89c0","kind":"tag","published_at":"2019-12-06T04:50:21.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/0.2.0","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/0.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@0.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.2.0/manifests"},{"name":"0.1.0","sha":"36b2ecb8a2d19908e0c3eb653ae8aac2300e14ec","kind":"tag","published_at":"2019-09-17T02:19:06.000Z","download_url":"https://codeload.github.com/zjunlp/DeepKE/tar.gz/0.1.0","html_url":"https://github.com/zjunlp/DeepKE/releases/tag/0.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/zjunlp/DeepKE@0.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/tags/0.1.0/manifests"}]},"repo_metadata_updated_at":"2025-08-19T12:58:05.305Z","dependent_packages_count":0,"downloads":390,"downloads_period":"last-month","dependent_repos_count":2,"rankings":{"downloads":8.96184341402834,"dependent_repos_count":11.52436577475423,"dependent_packages_count":10.119285352930213,"stargazers_count":1.4493911264018926,"forks_count":2.098298425087532,"docker_downloads_count":null,"average":6.830636818640441},"purl":"pkg:pypi/deepke","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/deepke","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/deepke","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/deepke/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-07-19T08:30:15.493Z","issues_count":435,"pull_requests_count":24,"avg_time_to_close_issue":477104.0303030303,"avg_time_to_close_pull_request":195114.16666666666,"issues_closed_count":429,"pull_requests_closed_count":24,"pull_request_authors_count":10,"issue_authors_count":270,"avg_comments_per_issue":4.774712643678161,"avg_comments_per_pull_request":0.4166666666666667,"merged_pull_requests_count":16,"bot_issues_count":0,"bot_pull_requests_count":7,"past_year_issues_count":83,"past_year_pull_requests_count":8,"past_year_avg_time_to_close_issue":724946.3827160494,"past_year_avg_time_to_close_pull_request":149058.0,"past_year_issues_closed_count":81,"past_year_pull_requests_closed_count":8,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":62,"past_year_avg_comments_per_issue":4.759036144578313,"past_year_avg_comments_per_pull_request":0.125,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":8,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/issues","maintainers":[{"login":"GoooDte","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/GoooDte"}],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/deepke/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/deepke/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/deepke/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/deepke/related_packages","maintainers":[{"uuid":"cheasim","login":"cheasim","name":null,"email":null,"url":null,"packages_count":2,"html_url":"https://pypi.org/user/cheasim/","role":null,"created_at":"2022-12-28T13:49:51.292Z","updated_at":"2022-12-28T13:49:51.292Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/cheasim/packages"},{"uuid":"flowerDown","login":"flowerDown","name":null,"email":null,"url":null,"packages_count":1,"html_url":"https://pypi.org/user/flowerDown/","role":null,"created_at":"2022-12-28T13:49:51.314Z","updated_at":"2022-12-28T13:49:51.314Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/flowerDown/packages"},{"uuid":"IreneXu","login":"IreneXu","name":null,"email":null,"url":null,"packages_count":1,"html_url":"https://pypi.org/user/IreneXu/","role":null,"created_at":"2022-12-28T13:49:51.397Z","updated_at":"2022-12-28T13:49:51.397Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/IreneXu/packages"},{"uuid":"tlk1997","login":"tlk1997","name":null,"email":null,"url":null,"packages_count":1,"html_url":"https://pypi.org/user/tlk1997/","role":null,"created_at":"2022-12-28T13:49:51.425Z","updated_at":"2022-12-28T13:49:51.425Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/tlk1997/packages"},{"uuid":"zxlzr","login":"zxlzr","name":null,"email":null,"url":null,"packages_count":2,"html_url":"https://pypi.org/user/zxlzr/","role":null,"created_at":"2022-12-28T13:49:51.450Z","updated_at":"2022-12-28T13:49:51.450Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/zxlzr/packages"},{"uuid":"gooodte","login":"gooodte","name":null,"email":null,"url":null,"packages_count":2,"html_url":"https://pypi.org/user/gooodte/","role":"Owner","created_at":"2023-03-15T06:40:25.445Z","updated_at":"2023-03-15T06:40:25.445Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/gooodte/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":725104,"maintainers_count":308361,"namespaces_count":0,"keywords_count":238006,"github":"pypi","metadata":{"funded_packages_count":50519},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-05T05:40:58.860Z","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":527843,"full_name":"zjunlp/DeepKE","default_branch":"main","committers":[{"name":"Eric","email":"zhangningyu16900@vip.qq.com","login":"zxlzr","count":366},{"name":"tlk-dsg","email":"467460833@qq.com","login":"tlk1997","count":312},{"name":"Xin Xu","email":"xxucs@zju.edu.cn","login":"xxupiano","count":270},{"name":"guihonghao","email":"1248614358@qq.com","login":"guihonghao","count":221},{"name":"leo","email":"yuwl798180@163.com","login":"yuwl798180","count":72},{"name":"TimelordRi","email":"35120358+TimelordRi","login":"TimelordRi","count":56},{"name":"pillow-xi","email":"70566607+pillow-xi","login":"pillow-xi","count":56},{"name":"Shuofei Qiao","email":"920722741@qq.com","login":"GoooDte","count":51},{"name":"lilei","email":"46843105+Flow3rDown","login":"Flow3rDown","count":37},{"name":"peng2001","email":"1527974107@qq.com","login":"pengzju","count":28},{"name":"Auro","email":"95857885+BeasterYong","login":"BeasterYong","count":27},{"name":"Flow3rDown","email":"1270494832@qq.com","login":"flow3rdown","count":15},{"name":"shengyumao","email":"shengyu@zju.edu.cn","login":"shengyumao","count":14},{"name":"chen-jing","email":"47450531+litmirror123","login":"litmirror123","count":11},{"name":"ningyu zhang","email":"ningyuzhang@ningyus-MacBook-Pro.local","login":null,"count":10},{"name":"LesileZ","email":"88486989+LesileZ","login":"LesileZ","count":9},{"name":"hunxuewangzi","email":"80691681+hunxuewangzi","login":"hunxuewangzi","count":9},{"name":"rolnan","email":"2648159823@qq.com","login":"Rolnand","count":7},{"name":"xzw","email":"519297864@qq.com","login":"xzwyyd","count":5},{"name":"Ivy","email":"huajunsir@zju.edu.cn","login":"huajunsir","count":5},{"name":"LiamLYYY","email":"90969956+LiamLYYY","login":"LiamLYYY","count":5},{"name":"Wangxh-07","email":"61005954+Wangxh-07","login":"Wangxh-07","count":4},{"name":"TuBG","email":"304611178@qq.com","login":"TuBG","count":4},{"name":"HRHRHRHR666","email":"310739976@qq.com","login":"HRHRHRHR666","count":4},{"name":"xxu2020","email":"7937539+xxu2020@user.noreply.gitee.com","login":null,"count":3},{"name":"Shumin Deng","email":"231sm@zju.edu.cn","login":"231sm","count":2},{"name":"Alexzhuan","email":"liangxz06@163.com","login":"Alexzhuan","count":2},{"name":"Guspan Tanadi","email":"36249910+guspan-tanadi","login":"guspan-tanadi","count":2},{"name":"Yixin Ou","email":"60204373+OE-Heart","login":"OE-Heart","count":2},{"name":"njcx-ai","email":"chenxiang_nj@outlook.com","login":"njcx-ai","count":2},{"name":"Zekun Xi","email":"70566607+XeeKee","login":"XeeKee","count":1},{"name":"Mike Dean","email":"65744560+MikeDean2367","login":"MikeDean2367","count":1},{"name":"ghh","email":"ghh@U-KQ5C6GY7-2223.lan","login":null,"count":1},{"name":"Ikko Eltociear Ashimine","email":"eltociear@gmail.com","login":"eltociear","count":1}],"total_commits":1615,"total_committers":34,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":47.5,"dds":0.773374613003096,"past_year_committers":[{"name":"guihonghao","email":"1248614358@qq.com","login":"guihonghao","count":20},{"name":"BeasterYong","email":"1506321654@qq.com","login":"BeasterYong","count":16},{"name":"LiamLYYY","email":"90969956+LiamLYYY","login":"LiamLYYY","count":5},{"name":"Eric","email":"zhangningyu16900@vip.qq.com","login":"zxlzr","count":4},{"name":"hunxuewangzi","email":"80691681+hunxuewangzi","login":"hunxuewangzi","count":3},{"name":"Guspan Tanadi","email":"36249910+guspan-tanadi","login":"guspan-tanadi","count":2},{"name":"Zekun Xi","email":"70566607+XeeKee","login":"XeeKee","count":1},{"name":"Shuofei Qiao","email":"920722741@qq.com","login":"GoooDte","count":1}],"past_year_total_commits":52,"past_year_total_committers":8,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":6.5,"past_year_dds":0.6153846153846154,"last_synced_at":"2025-05-24T14:23:33.834Z","last_synced_commit":"c39da71acd0c919a492ae78715fca4f6184edbfd","created_at":"2023-03-09T03:38:16.319Z","updated_at":"2025-05-24T14:25:08.249Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/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":"zjunlp/DeepKE","html_url":"https://github.com/zjunlp/DeepKE","last_synced_at":"2025-08-31T10:01:12.260Z","status":null,"issues_count":437,"pull_requests_count":25,"avg_time_to_close_issue":471007.3916083916,"avg_time_to_close_pull_request":208957.72,"issues_closed_count":429,"pull_requests_closed_count":25,"pull_request_authors_count":10,"issue_authors_count":268,"avg_comments_per_issue":4.805491990846682,"avg_comments_per_pull_request":0.4,"merged_pull_requests_count":17,"bot_issues_count":0,"bot_pull_requests_count":7,"past_year_issues_count":63,"past_year_pull_requests_count":9,"past_year_avg_time_to_close_issue":799872.6610169491,"past_year_avg_time_to_close_pull_request":192629.66666666666,"past_year_issues_closed_count":59,"past_year_pull_requests_closed_count":9,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":47,"past_year_avg_comments_per_issue":4.761904761904762,"past_year_avg_comments_per_pull_request":0.1111111111111111,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":9,"created_at":"2023-05-14T08:05:52.783Z","updated_at":"2025-09-03T06:44:34.387Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/zjunlp%2FDeepKE/issues","issue_labels_count":{"question":312,"bug":113,"enhancement":13},"pull_request_labels_count":{"dependencies":7},"issue_author_associations_count":{"NONE":444,"CONTRIBUTOR":1,"COLLABORATOR":1},"pull_request_author_associations_count":{"CONTRIBUTOR":15,"NONE":13,"COLLABORATOR":1},"issue_authors":{"nTjing":14,"HuiGe88":9,"whwususu":8,"BeimingCharles":7,"linxianwang":7,"qinglongheu":7,"zhousuyu1111":5,"NEUtangyu":5,"1304150468":5,"JoshonSmith":4,"liujc196":4,"EightMonth":4,"zmt1002":4,"Lpover":4,"MdcGIt":4,"kkkenshi":4,"dasaffa":4,"liujunshanhelen":4,"panhustar":3,"Miracle999-bit":3,"bwl666":3,"Sugaraqua":3,"Sangs3112":3,"wangcyak":3,"zjydbj":3,"XiChen211":3,"66246764":3,"LittleZ2022":3,"tianchiguaixia":3,"Danmo121":3,"Da1zheng":3,"1258479722":3,"ping40":3,"Azzz123":3,"hlcle":3,"shenshaowei":3,"jack9193":3,"TTToGAo":3,"fuqiang-benz":3,"holidaycuki":2,"thredreams":2,"yinxiaolog":2,"F2023888":2,"ilovecomet":2,"NSKW22":2,"qixiaonan1":2,"yjwww":2,"WILSON-TANGWS":2,"JxuHenry":2,"YujiUgaki":2,"Bibaba-King":2,"thetaaaaa":2,"fuzaizai666":2,"baicaiit":2,"1223243":2,"Mineminen":2,"HIT-Rhino":2,"hjnlxuexi":2,"JiaqiLin":2,"havocio":2,"luyi661":2,"480284856":2,"czknotnull":2,"woshifln":2,"zhuhelei":2,"zhedoushenmegui":2,"zhuweigang":2,"pangpangDD":2,"haoyumei":2,"KayleLong":2,"nanoponge":2,"cangyizhou":2,"debrisvector":2,"Nydaym":2,"CoolYutaka":2,"zhangnn520":2,"yihanxiaoxiao":2,"huimengC":2,"thunderingswolf":2,"chengmeng0":2,"djlwsa":2,"kuku1128":2,"Furyial":2,"WjJjr1":1,"Hubotcoder":1,"BDragon723":1,"wpfnlp":1,"RoKejk":1,"zhipenglii":1,"xiyuanyuan0506":1,"hongshaodong":1,"p0mp0us":1,"zly0614":1,"jsh-hit":1,"diaozeyu115":1,"pavanbaswani":1,"Euphoria0924":1,"Yanglemin":1,"gpy744":1,"EKnsl":1,"cccusername":1,"zhang375765":1,"Yumeka999":1,"kanswer":1,"dptong":1,"Lowpower":1,"ElectorShx":1,"Funnyxiaxia":1,"pipiyapi":1,"raidery":1,"wayneck":1,"2466891502":1,"1228660217":1,"jiangweiatgithub":1,"BinLingNie":1,"RenDengran":1,"zr-icu":1,"gitlihua":1,"yuxin233":1,"EvilCalf":1,"duanzhichen":1,"EviraXu":1,"vladdie":1,"missyoudaisy":1,"paolo-gajo":1,"goldenblack2":1,"LincolnFan":1,"HeYuLi123":1,"thunder95":1,"chiyinbao":1,"QiQingY":1,"lfy2023":1,"Toblame":1,"1023277973":1,"zengtao1978":1,"litter-bird-big-dream":1,"fishfree":1,"ppppls115":1,"wngyxn":1,"yccckid":1,"xylme":1,"linsen55":1,"snow-like-kk":1,"L1tt1eF1ag":1,"Bat-Reality":1,"Do-tech-ai":1,"Kkkassini":1,"snowstormer":1,"maudslice":1,"Tubggg":1,"kitae0321":1,"yfangZhang":1,"oho-work":1,"Daniel-ChenJH":1,"liudonglei":1,"StCross":1,"Timmy-love-you":1,"HEjiEheJIej":1,"Ol1verZZZ":1,"Winter535":1,"jellin123":1,"sayakawaiiyo":1,"chenzhongwu":1,"Kyrie-LiuX":1,"hupanfeng":1,"jiangshanghe":1,"Pedestrian927":1,"swang88":1,"qixiaonan12":1,"guoliangxie123":1,"512fengbujue":1,"22zhangqian":1,"ljhssga":1,"youngsasa2021":1,"QWQyyy":1,"jiadiwu":1,"leehommlee":1,"calvinzhan":1,"www-dayin":1,"Zilong01":1,"LSM2525":1,"coderyiyang":1,"liyuanzhe1":1,"GoooDte":1,"HewenMa":1,"jiaolongxue":1,"1coke2":1,"qige96":1,"khairunnisaor":1,"speakstone":1,"divingwolf":1,"longcheng-wangxj":1,"huilema":1,"suncheng-s":1,"yaoyaowcs":1,"ZZQ908268856":1,"sususnow":1,"yuan-shuo":1,"sunyongdi":1,"iden-alex":1,"whm233":1,"ZhouqyCH":1,"zy1260957619":1,"lixiaoxiangzhi":1,"zhengqianmaifang":1,"xyh1108":1,"xxupiano":1,"xiaohou1112":1,"likang123456789":1,"beiTiaoLongJie":1,"Msxixi":1,"ume-technology":1,"ZelateCalcite":1,"humengzi":1,"zokgo":1,"som-don":1,"thahhaa":1,"OkabeRintarooo":1,"luminous11":1,"lylcst":1,"liiuzq-xiaobai":1,"anning19890402":1,"dianjinqu":1,"SuoFei01":1,"yjh-Coder":1,"delicate00":1,"hjmnbnb":1,"GitHubwwZ":1,"wangkz2023":1,"HooRin":1,"lingyu123-su":1,"GUILTYxC":1,"YikunHan42":1,"xiaowang-xuexiji":1,"zhu061034":1,"rait-winter":1,"YcopymanY":1,"QAO-O":1,"ninghairong":1,"Kqdl159":1,"wangziguo7789":1,"gblong10":1,"aleversn":1,"963603132":1,"yin-xxxxxx":1,"Youjin1985":1,"chen0321-max":1,"daeing":1,"fireSunset":1,"qianwei":1,"fzb0316":1,"tanjingyuan0705":1,"wzhiqing":1,"ProphetMo":1,"Hlufies":1,"yangguoer":1,"Du-danger":1,"qssto":1,"iris-qq":1,"CocoaML":1,"YCA-eng":1,"katouHui":1,"choshiho":1,"chennuo0815":1,"dcosmice":1,"litao321321":1,"DingxuanXu":1,"Skybluewater":1,"swx-10":1,"dongxiaolong":1,"kongshengjie":1,"Kingerdor":1,"githubgtl":1,"ferry309":1,"gangqing":1},"pull_request_authors":{"dependabot[bot]":7,"LiamLYYY":5,"R10836":4,"guspan-tanadi":4,"HRHRHRHR666":2,"zxlzr":2,"xzwyyd":2,"TuBG":1,"GoooDte":1,"eltociear":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.444Z","repositories_count":10098679,"issues_count":31448230,"pull_requests_count":97336135,"authors_count":10702022,"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":{"question":51,"bug":10,"enhancement":2},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"NONE":65},"past_year_pull_request_author_associations_count":{"CONTRIBUTOR":7,"NONE":6},"past_year_issue_authors":{"linxianwang":7,"Azzz123":3,"luyi661":2,"zhuhelei":2,"yihanxiaoxiao":2,"fuzaizai666":2,"huimengC":2,"woshifln":2,"shenshaowei":2,"Timmy-love-you":1,"thahhaa":1,"Skybluewater":1,"QWQyyy":1,"ProphetMo":1,"p0mp0us":1,"OkabeRintarooo":1,"22zhangqian":1,"Toblame":1,"wangziguo7789":1,"whwususu":1,"Winter535":1,"wzhiqing":1,"xylme":1,"YcopymanY":1,"youngsasa2021":1,"zhu061034":1,"zokgo":1,"zy1260957619":1,"963603132":1,"Bat-Reality":1,"chen0321-max":1,"chennuo0815":1,"Da1zheng":1,"daeing":1,"Danmo121":1,"dianjinqu":1,"DingxuanXu":1,"Do-tech-ai":1,"ElectorShx":1,"fzb0316":1,"goldenblack2":1,"gpy744":1,"HeYuLi123":1,"Hlufies":1,"humengzi":1,"Kqdl159":1,"lfy2023":1,"likang123456789":1,"litao321321":1,"Msxixi":1},"past_year_pull_request_authors":{"LiamLYYY":5,"R10836":4,"guspan-tanadi":4},"maintainers":[{"login":"GoooDte","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/GoooDte"}],"active_maintainers":[]},"events":{"total":{"IssuesEvent":105,"WatchEvent":564,"IssueCommentEvent":240,"PushEvent":29,"PullRequestReviewEvent":1,"PullRequestEvent":16,"ForkEvent":52},"last_year":{"IssuesEvent":105,"WatchEvent":564,"IssueCommentEvent":240,"PushEvent":29,"PullRequestReviewEvent":1,"PullRequestEvent":16,"ForkEvent":52}},"keywords":["attribute-extraction","chinese","deep-learning","deepke","document-level","few-shot","information-extraction","instructie","kg","knowledge-graph","knowprompt","lightner","low-resource","multi-modal","named-entity-recognition","ner","nlp","prompt","pytorch","relation-extraction"],"dependencies":[{"ecosystem":"pypi","filepath":"example/ae/standard/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T20:00:47.177Z","updated_at":"2022-08-08T20:00:47.177Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/example/ae/standard/requirements.txt","dependencies":[{"id":691976559,"package_name":"torch","ecosystem":"pypi","requirements":"==1.5","direct":true,"kind":"runtime","optional":false},{"id":691976560,"package_name":"hydra-core","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false},{"id":691976561,"package_name":"tensorboard","ecosystem":"pypi","requirements":"==2.4.1","direct":true,"kind":"runtime","optional":false},{"id":691976562,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.4.1","direct":true,"kind":"runtime","optional":false},{"id":691976563,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==0.24.1","direct":true,"kind":"runtime","optional":false},{"id":691976564,"package_name":"transformers","ecosystem":"pypi","requirements":"==4.5.0","direct":true,"kind":"runtime","optional":false},{"id":691976565,"package_name":"jieba","ecosystem":"pypi","requirements":"==0.42.1","direct":true,"kind":"runtime","optional":false},{"id":691976566,"package_name":"deepke","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"example/ner/few-shot/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T20:00:47.184Z","updated_at":"2022-08-08T20:00:47.184Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/example/ner/few-shot/requirements.txt","dependencies":[{"id":691976567,"package_name":"transformers","ecosystem":"pypi","requirements":"==3.4.0","direct":true,"kind":"runtime","optional":false},{"id":691976568,"package_name":"pytorch","ecosystem":"pypi","requirements":"==1.7.0","direct":true,"kind":"runtime","optional":false},{"id":691976569,"package_name":"tensorboardX","ecosystem":"pypi","requirements":"==2.4","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"example/ner/standard/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T20:00:47.190Z","updated_at":"2022-08-08T20:00:47.190Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/example/ner/standard/requirements.txt","dependencies":[{"id":691976570,"package_name":"pytorch-transformers","ecosystem":"pypi","requirements":"==1.2.0","direct":true,"kind":"runtime","optional":false},{"id":691976571,"package_name":"torch","ecosystem":"pypi","requirements":"==1.5.0","direct":true,"kind":"runtime","optional":false},{"id":691976572,"package_name":"hydra-core","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false},{"id":691976573,"package_name":"seqeval","ecosystem":"pypi","requirements":"==0.0.5","direct":true,"kind":"runtime","optional":false},{"id":691976574,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.31.1","direct":true,"kind":"runtime","optional":false},{"id":691976575,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.4.1","direct":true,"kind":"runtime","optional":false},{"id":691976576,"package_name":"deepke","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"example/re/document/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T20:00:47.197Z","updated_at":"2022-08-08T20:00:47.197Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/example/re/document/requirements.txt","dependencies":[{"id":691976577,"package_name":"torch","ecosystem":"pypi","requirements":"==1.8.1","direct":true,"kind":"runtime","optional":false},{"id":691976578,"package_name":"transformers","ecosystem":"pypi","requirements":"==4.7.0","direct":true,"kind":"runtime","optional":false},{"id":691976579,"package_name":"opt-einsum","ecosystem":"pypi","requirements":"==3.3.0","direct":true,"kind":"runtime","optional":false},{"id":691976580,"package_name":"hydra-core","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false},{"id":691976581,"package_name":"ujson","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"example/re/few-shot/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T20:00:47.203Z","updated_at":"2022-08-08T20:00:47.203Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/example/re/few-shot/requirements.txt","dependencies":[{"id":691976582,"package_name":"torch","ecosystem":"pypi","requirements":"==1.5","direct":true,"kind":"runtime","optional":false},{"id":691976583,"package_name":"transformers","ecosystem":"pypi","requirements":"==3.4.0","direct":true,"kind":"runtime","optional":false},{"id":691976584,"package_name":"hydra-core","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"example/re/standard/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T20:00:47.209Z","updated_at":"2022-08-08T20:00:47.209Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/example/re/standard/requirements.txt","dependencies":[{"id":691976585,"package_name":"torch","ecosystem":"pypi","requirements":"==1.5","direct":true,"kind":"runtime","optional":false},{"id":691976586,"package_name":"hydra-core","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false},{"id":691976587,"package_name":"tensorboard","ecosystem":"pypi","requirements":"==2.4.1","direct":true,"kind":"runtime","optional":false},{"id":691976588,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.4.1","direct":true,"kind":"runtime","optional":false},{"id":691976589,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==0.24.1","direct":true,"kind":"runtime","optional":false},{"id":691976590,"package_name":"transformers","ecosystem":"pypi","requirements":"==4.5.0","direct":true,"kind":"runtime","optional":false},{"id":691976591,"package_name":"jieba","ecosystem":"pypi","requirements":"==0.42.1","direct":true,"kind":"runtime","optional":false},{"id":691976592,"package_name":"deepke","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"example/triple/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T20:00:47.215Z","updated_at":"2022-08-08T20:00:47.215Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/example/triple/requirements.txt","dependencies":[{"id":691976593,"package_name":"torch","ecosystem":"pypi","requirements":"==1.10","direct":true,"kind":"runtime","optional":false},{"id":691976594,"package_name":"pytorch_transformers","ecosystem":"pypi","requirements":"==1.2.0","direct":true,"kind":"runtime","optional":false},{"id":691976595,"package_name":"transformers","ecosystem":"pypi","requirements":"==3.4.0","direct":true,"kind":"runtime","optional":false},{"id":691976596,"package_name":"hydra-core","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false},{"id":691976597,"package_name":"pyld","ecosystem":"pypi","requirements":"==2.0.3","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T20:00:47.222Z","updated_at":"2022-08-08T20:00:47.222Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/requirements.txt","dependencies":[{"id":691976598,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=1.5,\u003c=1.10","direct":true,"kind":"runtime","optional":false},{"id":691976599,"package_name":"hydra-core","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false},{"id":691976600,"package_name":"tensorboard","ecosystem":"pypi","requirements":"==2.4.1","direct":true,"kind":"runtime","optional":false},{"id":691976601,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.4.1","direct":true,"kind":"runtime","optional":false},{"id":691976602,"package_name":"transformers","ecosystem":"pypi","requirements":"==3.4.0","direct":true,"kind":"runtime","optional":false},{"id":691976603,"package_name":"jieba","ecosystem":"pypi","requirements":"==0.42.1","direct":true,"kind":"runtime","optional":false},{"id":691976604,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==0.24.1","direct":true,"kind":"runtime","optional":false},{"id":691976605,"package_name":"pytorch-transformers","ecosystem":"pypi","requirements":"==1.2.0","direct":true,"kind":"runtime","optional":false},{"id":691976606,"package_name":"seqeval","ecosystem":"pypi","requirements":"==1.2.2","direct":true,"kind":"runtime","optional":false},{"id":691976607,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.60.0","direct":true,"kind":"runtime","optional":false},{"id":691976608,"package_name":"opt-einsum","ecosystem":"pypi","requirements":"==3.3.0","direct":true,"kind":"runtime","optional":false},{"id":691976609,"package_name":"wandb","ecosystem":"pypi","requirements":"==0.12.7","direct":true,"kind":"runtime","optional":false},{"id":691976610,"package_name":"ujson","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":691976611,"package_name":"huggingface_hub","ecosystem":"pypi","requirements":"==0.2.1","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2022-08-08T20:00:47.230Z","updated_at":"2022-08-08T20:00:47.230Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/setup.py","dependencies":[{"id":691976612,"package_name":"torch","ecosystem":"pypi","requirements":"==1.11","direct":true,"kind":"runtime","optional":false},{"id":691976613,"package_name":"hydra-core","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false},{"id":691976614,"package_name":"tensorboard","ecosystem":"pypi","requirements":"==2.4.1","direct":true,"kind":"runtime","optional":false},{"id":691976615,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.4.1","direct":true,"kind":"runtime","optional":false},{"id":691976616,"package_name":"transformers","ecosystem":"pypi","requirements":"==3.4.0","direct":true,"kind":"runtime","optional":false},{"id":691976617,"package_name":"jieba","ecosystem":"pypi","requirements":"==0.42.1","direct":true,"kind":"runtime","optional":false},{"id":691976618,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==0.24.1","direct":true,"kind":"runtime","optional":false},{"id":691976619,"package_name":"pytorch-transformers","ecosystem":"pypi","requirements":"==1.2.0","direct":true,"kind":"runtime","optional":false},{"id":691976620,"package_name":"seqeval","ecosystem":"pypi","requirements":"==1.2.2","direct":true,"kind":"runtime","optional":false},{"id":691976621,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.60.0","direct":true,"kind":"runtime","optional":false},{"id":691976622,"package_name":"opt-einsum","ecosystem":"pypi","requirements":"==3.3.0","direct":true,"kind":"runtime","optional":false},{"id":691976623,"package_name":"wandb","ecosystem":"pypi","requirements":"==0.12.7","direct":true,"kind":"runtime","optional":false},{"id":691976624,"package_name":"ujson","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":691976625,"package_name":"huggingface_hub","ecosystem":"pypi","requirements":"==0.2.1","direct":true,"kind":"runtime","optional":false},{"id":691976626,"package_name":"pytorch-crf","ecosystem":"pypi","requirements":"==0.7.2","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"docker","filepath":"docker/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-02-19T05:01:26.177Z","updated_at":"2023-02-19T05:01:26.177Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/docker/Dockerfile","dependencies":[{"id":7778496273,"package_name":"ubuntu","ecosystem":"docker","requirements":"18.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"example/ee/standard/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-02-19T05:01:26.204Z","updated_at":"2023-02-19T05:01:26.204Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/example/ee/standard/requirements.txt","dependencies":[{"id":7778496274,"package_name":"torch","ecosystem":"pypi","requirements":"==1.8.0","direct":true,"kind":"runtime","optional":false},{"id":7778496275,"package_name":"transformers","ecosystem":"pypi","requirements":"==3.1.0","direct":true,"kind":"runtime","optional":false},{"id":7778496276,"package_name":"tensorboardx","ecosystem":"pypi","requirements":"==2.4","direct":true,"kind":"runtime","optional":false},{"id":7778496277,"package_name":"lxml","ecosystem":"pypi","requirements":"==4.9.1","direct":true,"kind":"runtime","optional":false},{"id":7778496278,"package_name":"beautifulsoup4","ecosystem":"pypi","requirements":"==4.9.3","direct":true,"kind":"runtime","optional":false},{"id":7778496279,"package_name":"bs4","ecosystem":"pypi","requirements":"==0.0.1","direct":true,"kind":"runtime","optional":false},{"id":7778496280,"package_name":"stanza","ecosystem":"pypi","requirements":"==1.2","direct":true,"kind":"runtime","optional":false},{"id":7778496281,"package_name":"sentencepiece","ecosystem":"pypi","requirements":"==0.1.95","direct":true,"kind":"runtime","optional":false},{"id":7778496282,"package_name":"ipdb","ecosystem":"pypi","requirements":"==0.13.9","direct":true,"kind":"runtime","optional":false},{"id":7778496283,"package_name":"elasticsearch","ecosystem":"pypi","requirements":"==7.17.1","direct":true,"kind":"runtime","optional":false},{"id":7778496284,"package_name":"hydra-core","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false},{"id":7778496285,"package_name":"deepke","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"example/llm/requirement.txt","sha":null,"kind":"manifest","created_at":"2023-02-19T05:01:26.235Z","updated_at":"2023-02-19T05:01:26.235Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/example/llm/requirement.txt","dependencies":[{"id":7778496286,"package_name":"openai","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":7778496287,"package_name":"jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":7778496288,"package_name":"hydra","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"src/deepke/event_extraction/standard/schema-guided store expansion/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-02-19T05:01:26.278Z","updated_at":"2023-02-19T05:01:26.278Z","repository_link":"https://github.com/zjunlp/DeepKE/blob/main/src/deepke/event_extraction/standard/schema-guided store expansion/requirements.txt","dependencies":[{"id":7778496320,"package_name":"nltk","ecosystem":"pypi","requirements":"==3.6.6","direct":true,"kind":"runtime","optional":false},{"id":7778496321,"package_name":"beautifulsoup4","ecosystem":"pypi","requirements":"==4.6.0","direct":true,"kind":"runtime","optional":false},{"id":7778496322,"package_name":"pattern","ecosystem":"pypi","requirements":"==3.6","direct":true,"kind":"runtime","optional":false},{"id":7778496323,"package_name":"pyicu","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":7778496324,"package_name":"pycld2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":7778496325,"package_name":"morfessor","ecosystem":"pypi","requirements":"==2.0.4","direct":true,"kind":"runtime","optional":false},{"id":7778496326,"package_name":"polyglot","ecosystem":"pypi","requirements":"==16.07.04","direct":true,"kind":"runtime","optional":false},{"id":7778496327,"package_name":"tqdm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":7778496328,"package_name":"stanfordcorenlp","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]}],"score":18.090459119489232,"created_at":"2025-09-04T15:51:23.850Z","updated_at":"2025-10-07T08:19:06.757Z","avatar_url":"https://github.com/zjunlp.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":508,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["embedded","prompt-tuning","text-classification"],"project_url":"https://science.ecosyste.ms/api/v1/projects/48286","html_url":"https://science.ecosyste.ms/projects/48286","bibtex_url":"https://science.ecosyste.ms/projects/48286/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/48286/export.apalike"}