{"id":60146,"name":"singa","description":"a distributed deep learning platform","url":"https://github.com/apache/singa","last_synced_at":"2025-09-05T15:47:44.719Z","repository":{"id":29750714,"uuid":"33294317","full_name":"apache/singa","owner":"apache","description":"a distributed deep learning platform","archived":false,"fork":false,"pushed_at":"2025-09-03T21:51:23.000Z","size":49078,"stargazers_count":3532,"open_issues_count":51,"forks_count":1272,"subscribers_count":128,"default_branch":"master","last_synced_at":"2025-09-03T23:30:49.424Z","etag":null,"topics":["deep-learning"],"latest_commit_sha":null,"homepage":"","language":"C++","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/apache.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":"NOTICE","maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2015-04-02T07:00:05.000Z","updated_at":"2025-09-02T14:05:27.000Z","dependencies_parsed_at":"2023-10-30T06:23:29.784Z","dependency_job_id":"9a52650d-45f6-49f8-837e-27cbcbf4914b","html_url":"https://github.com/apache/singa","commit_stats":null,"previous_names":["apache/incubator-singa"],"tags_count":28,"template":false,"template_full_name":null,"purl":"pkg:github/apache/singa","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apache%2Fsinga","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apache%2Fsinga/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apache%2Fsinga/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apache%2Fsinga/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/apache","download_url":"https://codeload.github.com/apache/singa/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apache%2Fsinga/sbom","scorecard":{"id":201667,"data":{"date":"2025-08-11","repo":{"name":"github.com/apache/singa","commit":"a64d65fa6f0cf488f5eb8f8fcbc052fdaa5384a8"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.1,"checks":[{"name":"Code-Review","score":10,"reason":"all changesets reviewed","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Security-Policy","score":10,"reason":"security policy file detected","details":["Info: security policy file detected: SECURITY.md:1","Info: Found linked content: SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: SECURITY.md:1","Info: Found text in security policy: SECURITY.md:1"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/conda.yaml:1","Warn: no topLevel permission defined: .github/workflows/macOS.yaml:1","Warn: no topLevel permission defined: .github/workflows/rat.yaml:1","Warn: no topLevel permission defined: .github/workflows/ubuntu.yaml:1","Info: no jobLevel write permissions found"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: Apache License 2.0: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Vulnerabilities","score":0,"reason":"28 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: PYSEC-2022-48 / GHSA-77rm-9x9h-xj3g","Warn: Project is vulnerable to: GHSA-8gq9-2x98-w8hf","Warn: Project is vulnerable to: GHSA-8qvm-5x2c-j2w7","Warn: Project is vulnerable to: PYSEC-2017-65 / GHSA-jwvw-v7c5-m82h","Warn: Project is vulnerable to: PYSEC-2020-107 / GHSA-jjw5-xxj6-pcv5","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: PYSEC-2020-108","Warn: Project is vulnerable to: PYSEC-2023-299 / GHSA-282v-666c-3fvg","Warn: Project is vulnerable to: GHSA-37mw-44qp-f5jm","Warn: Project is vulnerable to: GHSA-37q5-v5qm-c9v8","Warn: Project is vulnerable to: PYSEC-2023-300 / GHSA-3863-2447-669p","Warn: Project is vulnerable to: GHSA-6rvg-6v2m-4j46","Warn: Project is vulnerable to: GHSA-9356-575x-2w9m","Warn: Project is vulnerable to: GHSA-fpwr-67px-3qhx","Warn: Project is vulnerable to: PYSEC-2024-229 / GHSA-hxxf-235m-72v3","Warn: Project is vulnerable to: GHSA-jjph-296x-mrcr","Warn: Project is vulnerable to: GHSA-phhr-52qp-3mj4","Warn: Project is vulnerable to: GHSA-q2wp-rjmx-x6x9","Warn: Project is vulnerable to: PYSEC-2025-40 / GHSA-qq3j-4f4f-9583","Warn: Project is vulnerable to: PYSEC-2024-227 / GHSA-qxrp-vhvm-j765","Warn: Project is vulnerable to: PYSEC-2023-301 / GHSA-v68g-wm8c-6x7j","Warn: Project is vulnerable to: PYSEC-2024-228 / GHSA-wrfc-pvp9-mr9g","Warn: Project is vulnerable to: GHSA-4gg5-vx3j-xwc7","Warn: Project is vulnerable to: GHSA-735f-pc8j-v9w8","Warn: Project is vulnerable to: GHSA-g5ww-5jh7-63cx","Warn: Project is vulnerable to: GHSA-h4h5-3hr4-j3g2","Warn: Project is vulnerable to: GHSA-wrvw-hg22-4m67"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/conda.yaml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/apache/singa/conda.yaml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/conda.yaml:55: update your workflow using https://app.stepsecurity.io/secureworkflow/apache/singa/conda.yaml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/macOS.yaml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/apache/singa/macOS.yaml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/macOS.yaml:30: update your workflow using https://app.stepsecurity.io/secureworkflow/apache/singa/macOS.yaml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/rat.yaml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/apache/singa/rat.yaml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ubuntu.yaml:48: update your workflow using https://app.stepsecurity.io/secureworkflow/apache/singa/ubuntu.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/ubuntu.yaml:64: update your workflow using https://app.stepsecurity.io/secureworkflow/apache/singa/ubuntu.yaml/master?enable=pin","Warn: containerImage not pinned by hash: examples/model_selection/Trails/singa.polarDB.Dockerfile:21: pin your Docker image by updating polardb/polardb_pg_local_instance:latest to polardb/polardb_pg_local_instance:latest@sha256:65ab7a251ffceb3a28d1f5613f8fb31c8795f51672cf12eb476d2f9ece58b4cb","Warn: containerImage not pinned by hash: examples/model_selection/Trails/singa.psql.Dockerfile:19: pin your Docker image by updating ubuntu:20.04 to ubuntu:20.04@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: tool/conda/docker/cpu/Dockerfile:19: pin your Docker image by updating ubuntu:18.04 to ubuntu:18.04@sha256:152dc042452c496007f07ca9127571cb9c29697f42acbfad72324b2bb2e43c98","Warn: containerImage not pinned by hash: tool/conda/docker/cuda10.2/Dockerfile:19","Warn: containerImage not pinned by hash: tool/conda/docker/cuda10/Dockerfile:19","Warn: containerImage not pinned by hash: tool/conda/docker/cuda9/Dockerfile:19","Warn: containerImage not pinned by hash: tool/docker/devel/centos6/Dockerfile:20","Warn: containerImage not pinned by hash: tool/docker/devel/centos6/cuda10/Dockerfile.manylinux2014:20","Warn: containerImage not pinned by hash: tool/docker/devel/centos6/cuda10/Dockerfile.manylinux_2_28_x86_64:21: pin your Docker image by updating quay.io/pypa/manylinux_2_28_x86_64:2022-05-30-26ca994 to quay.io/pypa/manylinux_2_28_x86_64:2022-05-30-26ca994@sha256:19559cd90dde5b3f6bcd2f193ee8fee3e62a094a77e4554b01d7a479169bb29e","Warn: containerImage not pinned by hash: tool/docker/devel/ubuntu/cpu/Dockerfile:18: pin your Docker image by updating ubuntu:18.04 to ubuntu:18.04@sha256:152dc042452c496007f07ca9127571cb9c29697f42acbfad72324b2bb2e43c98","Warn: containerImage not pinned by hash: tool/docker/devel/ubuntu/cuda10/Dockerfile:19","Warn: containerImage not pinned by hash: tool/docker/devel/ubuntu/cuda9/Dockerfile:19","Warn: downloadThenRun not pinned by hash: examples/model_selection/Trails/singa.polarDB.Dockerfile:51-56","Warn: downloadThenRun not pinned by hash: examples/model_selection/Trails/singa.polarDB.Dockerfile:61-64","Warn: pipCommand not pinned by hash: examples/model_selection/Trails/singa.polarDB.Dockerfile:69-81","Warn: downloadThenRun not pinned by hash: examples/model_selection/Trails/singa.psql.Dockerfile:64-67","Warn: pipCommand not pinned by hash: examples/model_selection/Trails/singa.psql.Dockerfile:78-90","Warn: downloadThenRun not pinned by hash: tool/conda/docker/cpu/Dockerfile:22-44","Warn: downloadThenRun not pinned by hash: tool/conda/docker/cuda10.2/Dockerfile:22-53","Warn: downloadThenRun not pinned by hash: tool/conda/docker/cuda10/Dockerfile:22-53","Warn: downloadThenRun not pinned by hash: tool/conda/docker/cuda9/Dockerfile:23-54","Warn: pipCommand not pinned by hash: tool/docker/devel/centos6/cuda10/Dockerfile.manylinux2014:56","Warn: pipCommand not pinned by hash: tool/docker/devel/centos6/cuda10/Dockerfile.manylinux2014:57","Warn: pipCommand not pinned by hash: tool/docker/devel/centos6/cuda10/Dockerfile.manylinux2014:58","Warn: pipCommand not pinned by hash: tool/docker/devel/centos6/cuda10/Dockerfile.manylinux_2_28_x86_64:63","Warn: pipCommand not pinned by hash: tool/docker/devel/centos6/cuda10/Dockerfile.manylinux_2_28_x86_64:64","Warn: pipCommand not pinned by hash: tool/docker/devel/centos6/cuda10/Dockerfile.manylinux_2_28_x86_64:65","Warn: pipCommand not pinned by hash: tool/docker/devel/ubuntu/cpu/Dockerfile:21-49","Warn: pipCommand not pinned by hash: tool/docker/devel/ubuntu/cuda10/Dockerfile:30-59","Warn: pipCommand not pinned by hash: tool/docker/devel/ubuntu/cuda9/Dockerfile:30-59","Warn: pipCommand not pinned by hash: tool/debian-python2/postinst:19","Warn: pipCommand not pinned by hash: tool/debian/postinst:19","Warn: pipCommand not pinned by hash: .github/workflows/macOS.yaml:40","Info:   0 out of   6 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   1 third-party GitHubAction dependencies pinned","Info:   0 out of  12 containerImage dependencies pinned","Info:   0 out of   7 downloadThenRun dependencies pinned","Info:   2 out of  16 pipCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 30 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-16T22:56:19.322Z","repository_id":29750714,"created_at":"2025-08-16T22:56:19.322Z","updated_at":"2025-08-16T22:56:19.322Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273780977,"owners_count":25167123,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-05T02:00:09.113Z","response_time":402,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"owner":{"login":"apache","name":"The Apache Software Foundation","uuid":"47359","kind":"organization","description":"","email":null,"website":"https://www.apache.org/","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/47359?v=4","repositories_count":2814,"last_synced_at":"2025-09-04T00:44:32.029Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/apache","funding_links":[],"total_stars":1244564,"followers":19499,"following":0,"created_at":"2022-11-02T16:23:23.532Z","updated_at":"2025-09-04T00:44:32.029Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/apache","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/apache/repositories"},"packages":[],"commits":{"id":1520315,"full_name":"apache/singa","default_branch":"master","committers":[{"name":"Wei Wang","email":"wangwei@comp.nus.edu.sg","login":"nudles","count":432},{"name":"Chris Yeung","email":"chrishkchris@yahoo.com.hk","login":"chrishkchris","count":175},{"name":"dcslin","email":"13751447+dcslin","login":"dcslin","count":152},{"name":"joddiy","email":"joddiy@qq.com","login":"joddiy","count":129},{"name":"xiezl","email":"xiezhongle@comp.nus.edu.sg","login":"xiezl","count":111},{"name":"xjdkc","email":"xjdkcsq3@gmail.com","login":"XJDKC","count":107},{"name":"wang sheng","email":"wangsheng1001@gmail.com","login":"wangsheng1001","count":94},{"name":"NLGithubWP","email":"xingnaili14@gmail.com","login":"NLGithubWP","count":85},{"name":"xuewanqi","email":"xue_wanqi@outlook.com","login":"xuewanqi","count":65},{"name":"Moaz Reyad","email":"moazreyad@gmail.com","login":"moazreyad","count":54},{"name":"zhaojing","email":"zhaojing@comp.nus.edu.sg","login":"lzjpaul","count":54},{"name":"pinpom","email":"thao.nguyen038@gmail.com","login":"pinpom","count":47},{"name":"ShichengChen","email":"c337134154@gmail.com","login":"ShichengChen","count":35},{"name":"zhulei","email":"zlheui2@gmail.com","login":"zlheui","count":31},{"name":"Moaz Reyad","email":"moaz@apache.org","login":null,"count":30},{"name":"shicong","email":"shicong@comp.nus.edu.sg","login":null,"count":29},{"name":"Wang Wei","email":"dcswaw@nus.edu.sg","login":null,"count":26},{"name":"wenqiao zhang","email":"wenqiaozhang@zju.edu.cn","login":"wannature","count":26},{"name":"WANG Ji","email":"ijingobravo@gmail.com","login":"ijingo","count":26},{"name":"Anh Dinh","email":"ug93tad@gmail.com","login":"ug93tad","count":24},{"name":"Wentong","email":"asyz13jinage@163.com","login":"Wentong-DST","count":22},{"name":"sheyujian","email":"sheyujian@me.com","login":"sheyujian","count":21},{"name":"chonho","email":"leech@comp.nus.edu.sg","login":null,"count":19},{"name":"Xiangrui","email":"caixr91@gmail.com","login":null,"count":17},{"name":"jixin","email":"jixin@comp.nus.edu.sg","login":"dbxinj","count":17},{"name":"aaronwwf","email":"dcswuw@gmail.com","login":"aaronwwf","count":15},{"name":"Cai Shaofeng","email":"solopku@hotmail.com","login":"solopku","count":15},{"name":"zmeihui","email":"zmeihui","login":"zmeihui","count":14},{"name":"jinyangturbo","email":"pku.turbo@gmail.com","login":"jinyangturbo","count":14},{"name":"seaok","email":"seaokcs@gmail.com","login":"seaokcs","count":14},{"name":"GY-GitCode","email":"165798068+GY-GitCode","login":"GY-GitCode","count":14},{"name":"slin004","email":"13751447+slin004","login":"slin004","count":13},{"name":"gzhangruipeng","email":"gzhangruipeng@gmail.com","login":"gzrp","count":12},{"name":"lemonviv","email":"lemonwyc@gmail.com","login":"lemonviv","count":11},{"name":"agnesnatasya","email":"agnesnatasyawijaya@gmail.com","login":"agnesnatasya","count":10},{"name":"zmeihui","email":"meihui_zhang@bit.edu.cn","login":null,"count":10},{"name":"Zrealshadow","email":"704309740@qq.com","login":"Zrealshadow","count":9},{"name":"liuchangshiye","email":"liuchangshiye@gmail.com","login":"liuchangshiye","count":9},{"name":"Ju Fan","email":"fanju1984@gmail.com","login":"fanju1984","count":9},{"name":"Tan Li Boon","email":"tan.li.boon@u.nus.edu","login":null,"count":9},{"name":"qingpeng","email":"qingpeng@u.nus.edu","login":"KimballCai","count":8},{"name":"Wu Junran","email":"junran@nus.edu.sg","login":"Junranus","count":8},{"name":"Yee Fan","email":"yeefan80@yahoo.com.sg","login":"yeefan","count":7},{"name":"serakiepiphany","email":"142875362+serakiepiphany","login":"serakiepiphany","count":7},{"name":"L0FX","email":"111472480+L0FX","login":"L0FX","count":7},{"name":"daoducanhc","email":"daoducanhc@gmail.com","login":"daoducanhc","count":6},{"name":"RUAN0007","email":"ruanpingcheng@gmail.com","login":"RUAN0007","count":6},{"name":"Zhu Lei","email":"zhul@ihpc.a-star.edu.sg","login":null,"count":6},{"name":"Tan Li Boon","email":"undisputed-seraphim","login":"undisputed-seraphim","count":5},{"name":"Vaan Ng","email":"cminorjam@gmail.com","login":"vaanforz","count":5},{"name":"caiqc","email":"caiqc@comp.nus.edu.sg","login":"cac2003","count":5},{"name":"kaiping","email":"kaiping@comp.nus.edu.sg","login":"kaiping","count":5},{"name":"17731","email":"779568335@qq.com","login":"npcmaci","count":5},{"name":"zhanhaozhao","email":"zhanhaozhao@ruc.edu.cn","login":"zhanhaozhao","count":4},{"name":"Shashankwer","email":"shashanknigam40@gmail.com","login":"Shashankwer","count":4},{"name":"Wentong","email":"wentong.li@grabtaxi.com","login":null,"count":3},{"name":"Zheng130126","email":"31874071+Zheng130126","login":"Zheng130126","count":3},{"name":"子群","email":"liye.li@alibaba-inc.com","login":"liye-li","count":3},{"name":"liyuchenmike@gmail.com","email":"liyuchenmike@gmail.com","login":"liyuchenmike","count":3},{"name":"Alexander Davis","email":"alexanderdavis.net@googlemail.com","login":"alexander7161","count":3},{"name":"Your Name","email":"you@example.com","login":"invalid-email-address","count":3},{"name":"Wentao Huang","email":"wentaohuang@ruc.edu.cn","login":"fukien","count":2},{"name":"Json Lee","email":"jiansongli426@gmail.com","login":"lijiansong","count":2},{"name":"aviral","email":"the1aviral@gmail.com","login":"dataviral","count":2},{"name":"jedshady","email":"mike721ok@163.com","login":"Jedshady","count":2},{"name":"Qian Lin","email":"qian.lin@bytedance.com","login":null,"count":2},{"name":"Cui Can","email":"cuican@comp.nus.edu.sg","login":null,"count":1},{"name":"James Lamb","email":"james.lamb@uptake.com","login":null,"count":1},{"name":"U-wangwei-PC\\wangwei","email":"wangwei","login":null,"count":1},{"name":"hakeemzhai","email":"hakeemzhai@tdw-10-66-79-143.(none)","login":null,"count":1},{"name":"xiangrui","email":"XiangruiCAI","login":null,"count":1},{"name":"dekken","email":"philip.deegan@gmail.com","login":"PhilipDeegan","count":1},{"name":"hugy718","email":"hugy718@icloud.com","login":"hugy718","count":1},{"name":"jason.zt","email":"jason.zt@alibaba-inc.com","login":"zhangteng398","count":1},{"name":"ooibc","email":"ooibc@comp.nus.edu.sg","login":"ooibc","count":1},{"name":"yantangzhai","email":"hakeemzhai@tencent.com","login":"YanTangZhai","count":1},{"name":"yiyuan","email":"yiyxio@gmail.com","login":"redirus","count":1},{"name":"ykklcc","email":"liuchuchu15@nudt.edu.cn","login":"ykklcc","count":1},{"name":"CK Pillai","email":"ckpillai@CKs-MacBook-Pro.local","login":null,"count":1},{"name":"Yao Chang","email":"yaochang@comp.nus.edu.sg","login":"yaochang","count":1},{"name":"YINGHONGBIN","email":"ying.hongbin.1016@gmail.com","login":"YingHongBin","count":1},{"name":"XinChCh","email":"e0838447@u.nus.edu","login":"XinChCh","count":1},{"name":"Wu-Junran","email":"wu_junran@buaa.edu.cn","login":"Wu-Junran","count":1},{"name":"Suddhu","email":"sudhar287@gmail.com","login":"Sudhar287","count":1},{"name":"Shreyansh Shrivastava","email":"38497816+sjs253","login":"sjs253","count":1},{"name":"Sathya Narrayanan","email":"sathyanarrayanan@yandex.com","login":"sourcepirate","count":1},{"name":"Alvinnyk","email":"alvinnyk95@gmail.com","login":"Alvinnyk","count":1},{"name":"FeynmanDNA","email":"26617036+FeynmanDNA","login":"FeynmanDNA","count":1},{"name":"Gene","email":"ooigy@hotmail.com","login":"ooigy","count":1},{"name":"Mohit","email":"mohit1007@gmail.com","login":"ensemblearner","count":1},{"name":"Pawan Kumar","email":"pkgvrpdm@yahoo.com","login":"pkgvrpdm","count":1},{"name":"Santiago Castro","email":"santi.1410@hotmail.com","login":"bryant1410","count":1}],"total_commits":2148,"total_committers":92,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":23.347826086956523,"dds":0.7988826815642458,"past_year_committers":[{"name":"gzhangruipeng","email":"gzhangruipeng@gmail.com","login":"gzrp","count":12},{"name":"Cai Shaofeng","email":"solopku@hotmail.com","login":"solopku","count":9},{"name":"zmeihui","email":"zmeihui","login":"zmeihui","count":9},{"name":"Wu Junran","email":"junran@nus.edu.sg","login":"Junranus","count":8},{"name":"Zhaojing Luo","email":"zhaojingluo@gmail.com","login":"lzjpaul","count":7},{"name":"serakiepiphany","email":"142875362+serakiepiphany","login":"serakiepiphany","count":7},{"name":"working","email":"57171759+NLGithubWP","login":"NLGithubWP","count":7},{"name":"L0FX","email":"111472480+L0FX","login":"L0FX","count":7},{"name":"17731","email":"779568335@qq.com","login":"npcmaci","count":5},{"name":"Zrealshadow","email":"704309740@qq.com","login":"Zrealshadow","count":5},{"name":"Zhu Lei","email":"zhul@ihpc.a-star.edu.sg","login":null,"count":4},{"name":"GY-GitCode","email":"165798068+GY-GitCode","login":"GY-GitCode","count":4},{"name":"lemonviv","email":"lemonwyc@gmail.com","login":"lemonviv","count":4},{"name":"Moaz Reyad","email":"moazreyad@gmail.com","login":"moazreyad","count":4},{"name":"shicong.lin","email":"dcslin","login":"dcslin","count":3},{"name":"joddiy","email":"joddiyzhang@gmail.com","login":"joddiy","count":2},{"name":"liuchangshiye","email":"liuchangshiye@gmail.com","login":"liuchangshiye","count":2},{"name":"xuewanqi","email":"36396136+xuewanqi","login":"xuewanqi","count":2},{"name":"Xie Zhongle","email":"xiezl@zju.edu.cn","login":"xiezl","count":1},{"name":"Qian Lin","email":"qian.lin@bytedance.com","login":null,"count":1},{"name":"hugy718","email":"hugy718@icloud.com","login":"hugy718","count":1}],"past_year_total_commits":104,"past_year_total_committers":21,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":4.9523809523809526,"past_year_dds":0.8846153846153846,"last_synced_at":"2025-07-02T17:46:39.418Z","last_synced_commit":"a64d65fa6f0cf488f5eb8f8fcbc052fdaa5384a8","created_at":"2024-02-22T04:31:57.270Z","updated_at":"2025-07-02T17:46:52.569Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/apache%2Fsinga/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":"apache/singa","html_url":"https://github.com/apache/singa","last_synced_at":"2025-09-05T03:41:06.339Z","status":null,"issues_count":35,"pull_requests_count":417,"avg_time_to_close_issue":16315214.17857143,"avg_time_to_close_pull_request":315621.6835106383,"issues_closed_count":28,"pull_requests_closed_count":376,"pull_request_authors_count":33,"issue_authors_count":13,"avg_comments_per_issue":1.3142857142857143,"avg_comments_per_pull_request":0.17026378896882494,"merged_pull_requests_count":335,"bot_issues_count":0,"bot_pull_requests_count":1,"past_year_issues_count":14,"past_year_pull_requests_count":183,"past_year_avg_time_to_close_issue":910474.4166666666,"past_year_avg_time_to_close_pull_request":188522.3725490196,"past_year_issues_closed_count":12,"past_year_pull_requests_closed_count":153,"past_year_pull_request_authors_count":20,"past_year_issue_authors_count":6,"past_year_avg_comments_per_issue":0.7142857142857143,"past_year_avg_comments_per_pull_request":0.11475409836065574,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":136,"created_at":"2024-01-23T20:36:54.686Z","updated_at":"2025-09-05T03:41:06.341Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/apache%2Fsinga","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/apache%2Fsinga/issues","issue_labels_count":{},"pull_request_labels_count":{"dependencies":1,"python":1},"issue_author_associations_count":{"CONTRIBUTOR":30,"NONE":3,"MEMBER":2},"pull_request_author_associations_count":{"CONTRIBUTOR":346,"NONE":53,"MEMBER":18},"issue_authors":{"lzjpaul":15,"NLGithubWP":4,"solopku":4,"daoducanhc":2,"Zrealshadow":2,"lemonviv":1,"ekare":1,"fengints":1,"zmeihui":1,"Eiji911":1,"nudles":1,"dcslin":1,"gzrp":1},"pull_request_authors":{"NLGithubWP":69,"lzjpaul":61,"solopku":34,"gzrp":26,"GY-GitCode":25,"lemonviv":22,"zmeihui":20,"Zrealshadow":18,"npcmaci":15,"liuchangshiye":14,"dcslin":12,"zlheui":11,"L0FX":11,"serakiepiphany":10,"tinyAdapter":9,"Junranus":9,"joddiy":6,"moazreyad":6,"liye-li":6,"daoducanhc":5,"xuewanqi":4,"jinyangturbo":3,"wannature":3,"streamjoin":3,"hugy718":2,"xiezl":2,"wangsheng1001":2,"Wu-Junran":2,"fengints":2,"zhangteng398":2,"zhanhaozhao":1,"KimballCai":1,"dependabot[bot]":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.444Z","repositories_count":10103717,"issues_count":31516646,"pull_requests_count":97722052,"authors_count":10703692,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"CONTRIBUTOR":13,"MEMBER":1},"past_year_pull_request_author_associations_count":{"CONTRIBUTOR":144,"NONE":29,"MEMBER":10},"past_year_issue_authors":{"lzjpaul":6,"NLGithubWP":2,"solopku":2,"Zrealshadow":2,"dcslin":1,"gzrp":1},"past_year_pull_request_authors":{"solopku":22,"gzrp":20,"lzjpaul":18,"npcmaci":15,"NLGithubWP":13,"lemonviv":11,"L0FX":11,"serakiepiphany":10,"zmeihui":10,"Junranus":9,"Zrealshadow":8,"zlheui":7,"joddiy":6,"tinyAdapter":5,"xuewanqi":4,"liuchangshiye":4,"dcslin":4,"streamjoin":2,"hugy718":2,"xiezl":2},"maintainers":[{"login":"dcslin","count":13,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/dcslin"},{"login":"joddiy","count":6,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/joddiy"},{"login":"nudles","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/nudles"}],"active_maintainers":[{"login":"joddiy","count":6,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/joddiy"},{"login":"dcslin","count":5,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/dcslin"}]},"events":{"total":{"IssuesEvent":12,"WatchEvent":207,"IssueCommentEvent":22,"PushEvent":79,"PullRequestEvent":171,"ForkEvent":58,"CreateEvent":1},"last_year":{"IssuesEvent":12,"WatchEvent":207,"IssueCommentEvent":22,"PushEvent":79,"PullRequestEvent":171,"ForkEvent":58,"CreateEvent":1}},"keywords":["deep-learning"],"dependencies":[{"ecosystem":"maven","filepath":"java/pom.xml","sha":null,"kind":"manifest","created_at":"2022-08-07T14:30:43.427Z","updated_at":"2022-08-07T14:30:43.427Z","repository_link":"https://github.com/apache/singa/blob/master/java/pom.xml","dependencies":[{"id":600029714,"package_name":"junit:junit","ecosystem":"maven","requirements":"4.5","direct":true,"kind":"compile","optional":false},{"id":600029719,"package_name":"com.google.protobuf:protobuf-java","ecosystem":"maven","requirements":"2.6.1","direct":true,"kind":"compile","optional":false}]},{"ecosystem":"pypi","filepath":"examples/onnx/gpt2/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-07T14:30:43.598Z","updated_at":"2022-08-07T14:30:43.598Z","repository_link":"https://github.com/apache/singa/blob/master/examples/onnx/gpt2/requirements.txt","dependencies":[{"id":600029891,"package_name":"transformers","ecosystem":"pypi","requirements":"==2.5.1","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/onnx/ro_bert_a/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-07T14:30:43.631Z","updated_at":"2022-08-07T14:30:43.631Z","repository_link":"https://github.com/apache/singa/blob/master/examples/onnx/ro_bert_a/requirements.txt","dependencies":[{"id":600029893,"package_name":"transformers","ecosystem":"pypi","requirements":"==2.5.1","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2022-08-07T14:30:43.693Z","updated_at":"2022-08-07T14:30:43.693Z","repository_link":"https://github.com/apache/singa/blob/master/setup.py","dependencies":[{"id":600029906,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":600029908,"package_name":"onnx","ecosystem":"pypi","requirements":"==1.6","direct":true,"kind":"runtime","optional":false},{"id":600029909,"package_name":"deprecated","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":600029910,"package_name":"pytest","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":600029913,"package_name":"unittest-xml-reporting","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":600029915,"package_name":"future","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":600029918,"package_name":"pillow","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":600029921,"package_name":"tqdm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/conda.yaml","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:43.369Z","updated_at":"2023-01-14T15:45:43.369Z","repository_link":"https://github.com/apache/singa/blob/master/.github/workflows/conda.yaml","dependencies":[{"id":6900565158,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/macOS.yaml","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:43.514Z","updated_at":"2023-01-14T15:45:43.514Z","repository_link":"https://github.com/apache/singa/blob/master/.github/workflows/macOS.yaml","dependencies":[{"id":6900567206,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":6900567207,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/rat.yaml","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:43.957Z","updated_at":"2023-01-14T15:45:43.957Z","repository_link":"https://github.com/apache/singa/blob/master/.github/workflows/rat.yaml","dependencies":[{"id":6900571117,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/ubuntu.yaml","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:44.178Z","updated_at":"2023-01-14T15:45:44.178Z","repository_link":"https://github.com/apache/singa/blob/master/.github/workflows/ubuntu.yaml","dependencies":[{"id":6900572279,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":6900572282,"package_name":"codecov/codecov-action","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"docker","filepath":"tool/conda/docker/cpu/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:44.408Z","updated_at":"2023-01-14T15:45:44.408Z","repository_link":"https://github.com/apache/singa/blob/master/tool/conda/docker/cpu/Dockerfile","dependencies":[{"id":6900574462,"package_name":"ubuntu","ecosystem":"docker","requirements":"18.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tool/conda/docker/cuda10/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:44.514Z","updated_at":"2023-01-14T15:45:44.514Z","repository_link":"https://github.com/apache/singa/blob/master/tool/conda/docker/cuda10/Dockerfile","dependencies":[{"id":6900574692,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"10.0-devel-ubuntu16.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tool/conda/docker/cuda10.2/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:44.813Z","updated_at":"2023-01-14T15:45:44.813Z","repository_link":"https://github.com/apache/singa/blob/master/tool/conda/docker/cuda10.2/Dockerfile","dependencies":[{"id":6900577573,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"10.2-devel-ubuntu16.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tool/conda/docker/cuda9/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:44.949Z","updated_at":"2023-01-14T15:45:44.949Z","repository_link":"https://github.com/apache/singa/blob/master/tool/conda/docker/cuda9/Dockerfile","dependencies":[{"id":6900578424,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"9.0-devel-ubuntu16.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tool/docker/devel/centos6/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:44.981Z","updated_at":"2023-01-14T15:45:44.981Z","repository_link":"https://github.com/apache/singa/blob/master/tool/docker/devel/centos6/Dockerfile","dependencies":[{"id":6900578425,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"7.5-cudnn5-devel-centos6","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tool/docker/devel/ubuntu/cpu/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:45.047Z","updated_at":"2023-01-14T15:45:45.047Z","repository_link":"https://github.com/apache/singa/blob/master/tool/docker/devel/ubuntu/cpu/Dockerfile","dependencies":[{"id":6900578431,"package_name":"ubuntu","ecosystem":"docker","requirements":"18.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tool/docker/devel/ubuntu/cuda10/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:45.082Z","updated_at":"2023-01-14T15:45:45.082Z","repository_link":"https://github.com/apache/singa/blob/master/tool/docker/devel/ubuntu/cuda10/Dockerfile","dependencies":[{"id":6900578660,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"10.0-devel-ubuntu18.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tool/docker/devel/ubuntu/cuda9/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:45.184Z","updated_at":"2023-01-14T15:45:45.184Z","repository_link":"https://github.com/apache/singa/blob/master/tool/docker/devel/ubuntu/cuda9/Dockerfile","dependencies":[{"id":6900578671,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"9.0-devel-ubuntu16.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tool/docker/runtime/cpu/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:45.357Z","updated_at":"2023-01-14T15:45:45.357Z","repository_link":"https://github.com/apache/singa/blob/master/tool/docker/runtime/cpu/Dockerfile","dependencies":[{"id":6900578673,"package_name":"python","ecosystem":"docker","requirements":"3.7-slim-bullseye","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tool/docker/runtime/gpu/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-01-14T15:45:45.403Z","updated_at":"2023-01-14T15:45:45.403Z","repository_link":"https://github.com/apache/singa/blob/master/tool/docker/runtime/gpu/Dockerfile","dependencies":[{"id":6900578681,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"10.2-base-ubuntu18.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"cargo","filepath":"examples/model_selection/TRAILS-Database-Native-Model-Selection/internal/pg_extension/Cargo.toml","sha":null,"kind":"manifest","created_at":"2023-10-30T06:23:27.195Z","updated_at":"2023-10-30T06:23:27.195Z","repository_link":"https://github.com/apache/singa/blob/master/examples/model_selection/TRAILS-Database-Native-Model-Selection/internal/pg_extension/Cargo.toml","dependencies":[{"id":14292618089,"package_name":"pgrx","ecosystem":"cargo","requirements":"=0.9.7","direct":true,"kind":"runtime","optional":false},{"id":14292618090,"package_name":"pgrx-pg-sys","ecosystem":"cargo","requirements":"=0.9.7","direct":true,"kind":"runtime","optional":false},{"id":14292618091,"package_name":"serde_json","ecosystem":"cargo","requirements":"1.0.85","direct":true,"kind":"runtime","optional":false},{"id":14292618092,"package_name":"pyo3","ecosystem":"cargo","requirements":"0.17","direct":true,"kind":"runtime","optional":false},{"id":14292618093,"package_name":"once_cell","ecosystem":"cargo","requirements":"1.8.0","direct":true,"kind":"runtime","optional":false},{"id":14292618094,"package_name":"log","ecosystem":"cargo","requirements":"0.4.14","direct":true,"kind":"runtime","optional":false},{"id":14292618095,"package_name":"serde","ecosystem":"cargo","requirements":"1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618096,"package_name":"serde_derive","ecosystem":"cargo","requirements":"1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618097,"package_name":"pgrx-tests","ecosystem":"cargo","requirements":"=0.9.7","direct":true,"kind":"development","optional":false}]},{"ecosystem":"conda","filepath":"doc/environment.yml","sha":null,"kind":"manifest","created_at":"2023-10-30T06:23:27.329Z","updated_at":"2023-10-30T06:23:27.329Z","repository_link":"https://github.com/apache/singa/blob/master/doc/environment.yml","dependencies":[{"id":14292618098,"package_name":"python_abi","ecosystem":"conda","requirements":"3.7.*","direct":true,"kind":"runtime","optional":false},{"id":14292618099,"package_name":"singa","ecosystem":"conda","requirements":"3.0.0.rc0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"docker","filepath":"examples/model_selection/TRAILS-Database-Native-Model-Selection/Dockerfile","sha":null,"kind":"manifest","created_at":"2023-10-30T06:23:27.496Z","updated_at":"2023-10-30T06:23:27.496Z","repository_link":"https://github.com/apache/singa/blob/master/examples/model_selection/TRAILS-Database-Native-Model-Selection/Dockerfile","dependencies":[{"id":14292618299,"package_name":"ubuntu","ecosystem":"docker","requirements":"20.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"examples/model_selection/TRAILS-Database-Native-Model-Selection/internal/ml/model_selection/requirement.txt","sha":null,"kind":"manifest","created_at":"2023-10-30T06:23:27.934Z","updated_at":"2023-10-30T06:23:27.934Z","repository_link":"https://github.com/apache/singa/blob/master/examples/model_selection/TRAILS-Database-Native-Model-Selection/internal/ml/model_selection/requirement.txt","dependencies":[{"id":14292618460,"package_name":"aiofiles","ecosystem":"pypi","requirements":"==23.1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618461,"package_name":"blessed","ecosystem":"pypi","requirements":"==1.20.0","direct":true,"kind":"runtime","optional":false},{"id":14292618462,"package_name":"certifi","ecosystem":"pypi","requirements":"==2023.7.22","direct":true,"kind":"runtime","optional":false},{"id":14292618463,"package_name":"charset-normalizer","ecosystem":"pypi","requirements":"==3.2.0","direct":true,"kind":"runtime","optional":false},{"id":14292618464,"package_name":"ConfigSpace","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":14292618465,"package_name":"contourpy","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618466,"package_name":"cycler","ecosystem":"pypi","requirements":"==0.11.0","direct":true,"kind":"runtime","optional":false},{"id":14292618467,"package_name":"fonttools","ecosystem":"pypi","requirements":"==4.41.0","direct":true,"kind":"runtime","optional":false},{"id":14292618468,"package_name":"gpustat","ecosystem":"pypi","requirements":"==1.1","direct":true,"kind":"runtime","optional":false},{"id":14292618469,"package_name":"html5tagger","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":14292618470,"package_name":"httptools","ecosystem":"pypi","requirements":"==0.6.0","direct":true,"kind":"runtime","optional":false},{"id":14292618471,"package_name":"idna","ecosystem":"pypi","requirements":"==3.4","direct":true,"kind":"runtime","optional":false},{"id":14292618472,"package_name":"importlib-resources","ecosystem":"pypi","requirements":"==6.0.0","direct":true,"kind":"runtime","optional":false},{"id":14292618473,"package_name":"joblib","ecosystem":"pypi","requirements":"==1.3.1","direct":true,"kind":"runtime","optional":false},{"id":14292618474,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"==1.4.4","direct":true,"kind":"runtime","optional":false},{"id":14292618475,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.7.2","direct":true,"kind":"runtime","optional":false},{"id":14292618476,"package_name":"more-itertools","ecosystem":"pypi","requirements":"==9.1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618477,"package_name":"multidict","ecosystem":"pypi","requirements":"==6.0.4","direct":true,"kind":"runtime","optional":false},{"id":14292618478,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.24.4","direct":true,"kind":"runtime","optional":false},{"id":14292618479,"package_name":"nvidia-ml-py","ecosystem":"pypi","requirements":"==12.535.77","direct":true,"kind":"runtime","optional":false},{"id":14292618480,"package_name":"orjson","ecosystem":"pypi","requirements":"==3.9.2","direct":true,"kind":"runtime","optional":false},{"id":14292618481,"package_name":"packaging","ecosystem":"pypi","requirements":"==23.1","direct":true,"kind":"runtime","optional":false},{"id":14292618482,"package_name":"palettable","ecosystem":"pypi","requirements":"==3.3.3","direct":true,"kind":"runtime","optional":false},{"id":14292618483,"package_name":"pandas","ecosystem":"pypi","requirements":"==2.0.3","direct":true,"kind":"runtime","optional":false},{"id":14292618484,"package_name":"Pillow","ecosystem":"pypi","requirements":"==10.0.0","direct":true,"kind":"runtime","optional":false},{"id":14292618485,"package_name":"psutil","ecosystem":"pypi","requirements":"==5.9.5","direct":true,"kind":"runtime","optional":false},{"id":14292618486,"package_name":"psycopg2-binary","ecosystem":"pypi","requirements":"==2.9.6","direct":true,"kind":"runtime","optional":false},{"id":14292618487,"package_name":"pyparsing","ecosystem":"pypi","requirements":"==3.0.9","direct":true,"kind":"runtime","optional":false},{"id":14292618488,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"==2.8.2","direct":true,"kind":"runtime","optional":false},{"id":14292618489,"package_name":"pytz","ecosystem":"pypi","requirements":"==2023.3","direct":true,"kind":"runtime","optional":false},{"id":14292618490,"package_name":"requests","ecosystem":"pypi","requirements":"==2.31.0","direct":true,"kind":"runtime","optional":false},{"id":14292618491,"package_name":"sanic","ecosystem":"pypi","requirements":"==23.6.0","direct":true,"kind":"runtime","optional":false},{"id":14292618492,"package_name":"sanic-routing","ecosystem":"pypi","requirements":"==23.6.0","direct":true,"kind":"runtime","optional":false},{"id":14292618493,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":14292618494,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.10.1","direct":true,"kind":"runtime","optional":false},{"id":14292618495,"package_name":"seaborn","ecosystem":"pypi","requirements":"==0.12.2","direct":true,"kind":"runtime","optional":false},{"id":14292618496,"package_name":"six","ecosystem":"pypi","requirements":"==1.16.0","direct":true,"kind":"runtime","optional":false},{"id":14292618497,"package_name":"sklearn","ecosystem":"pypi","requirements":"==0.0","direct":true,"kind":"runtime","optional":false},{"id":14292618498,"package_name":"threadpoolctl","ecosystem":"pypi","requirements":"==3.1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618499,"package_name":"torch","ecosystem":"pypi","requirements":"==1.8.1","direct":true,"kind":"runtime","optional":false},{"id":14292618500,"package_name":"torchaudio","ecosystem":"pypi","requirements":"==0.8.1","direct":true,"kind":"runtime","optional":false},{"id":14292618501,"package_name":"torchinfo","ecosystem":"pypi","requirements":"==1.8.0","direct":true,"kind":"runtime","optional":false},{"id":14292618502,"package_name":"torchvision","ecosystem":"pypi","requirements":"==0.9.1","direct":true,"kind":"runtime","optional":false},{"id":14292618503,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.47.0","direct":true,"kind":"runtime","optional":false},{"id":14292618504,"package_name":"tracerite","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618505,"package_name":"typing_extensions","ecosystem":"pypi","requirements":"==4.7.1","direct":true,"kind":"runtime","optional":false},{"id":14292618506,"package_name":"tzdata","ecosystem":"pypi","requirements":"==2023.3","direct":true,"kind":"runtime","optional":false},{"id":14292618507,"package_name":"ujson","ecosystem":"pypi","requirements":"==5.8.0","direct":true,"kind":"runtime","optional":false},{"id":14292618508,"package_name":"urllib3","ecosystem":"pypi","requirements":"==2.0.4","direct":true,"kind":"runtime","optional":false},{"id":14292618509,"package_name":"uvloop","ecosystem":"pypi","requirements":"==0.17.0","direct":true,"kind":"runtime","optional":false},{"id":14292618510,"package_name":"wcwidth","ecosystem":"pypi","requirements":"==0.2.6","direct":true,"kind":"runtime","optional":false},{"id":14292618511,"package_name":"websockets","ecosystem":"pypi","requirements":"==11.0.3","direct":true,"kind":"runtime","optional":false},{"id":14292618512,"package_name":"zipp","ecosystem":"pypi","requirements":"==3.16.2","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/model_selection/TRAILS-Database-Native-Model-Selection/requirement.txt","sha":null,"kind":"manifest","created_at":"2023-10-30T06:23:29.178Z","updated_at":"2023-10-30T06:23:29.178Z","repository_link":"https://github.com/apache/singa/blob/master/examples/model_selection/TRAILS-Database-Native-Model-Selection/requirement.txt","dependencies":[{"id":14292618513,"package_name":"ConfigSpace","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":14292618514,"package_name":"contourpy","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618515,"package_name":"cycler","ecosystem":"pypi","requirements":"==0.11.0","direct":true,"kind":"runtime","optional":false},{"id":14292618516,"package_name":"fonttools","ecosystem":"pypi","requirements":"==4.41.0","direct":true,"kind":"runtime","optional":false},{"id":14292618517,"package_name":"importlib-resources","ecosystem":"pypi","requirements":"==6.0.0","direct":true,"kind":"runtime","optional":false},{"id":14292618518,"package_name":"joblib","ecosystem":"pypi","requirements":"==1.3.1","direct":true,"kind":"runtime","optional":false},{"id":14292618519,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"==1.4.4","direct":true,"kind":"runtime","optional":false},{"id":14292618520,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.7.2","direct":true,"kind":"runtime","optional":false},{"id":14292618521,"package_name":"more-itertools","ecosystem":"pypi","requirements":"==9.1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618522,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.24.4","direct":true,"kind":"runtime","optional":false},{"id":14292618523,"package_name":"orjson","ecosystem":"pypi","requirements":"==3.9.2","direct":true,"kind":"runtime","optional":false},{"id":14292618524,"package_name":"packaging","ecosystem":"pypi","requirements":"==23.1","direct":true,"kind":"runtime","optional":false},{"id":14292618525,"package_name":"palettable","ecosystem":"pypi","requirements":"==3.3.3","direct":true,"kind":"runtime","optional":false},{"id":14292618526,"package_name":"pandas","ecosystem":"pypi","requirements":"==2.0.3","direct":true,"kind":"runtime","optional":false},{"id":14292618527,"package_name":"Pillow","ecosystem":"pypi","requirements":"==10.0.0","direct":true,"kind":"runtime","optional":false},{"id":14292618528,"package_name":"pyparsing","ecosystem":"pypi","requirements":"==3.0.9","direct":true,"kind":"runtime","optional":false},{"id":14292618529,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"==2.8.2","direct":true,"kind":"runtime","optional":false},{"id":14292618530,"package_name":"pytz","ecosystem":"pypi","requirements":"==2023.3","direct":true,"kind":"runtime","optional":false},{"id":14292618531,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":14292618532,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.10.1","direct":true,"kind":"runtime","optional":false},{"id":14292618533,"package_name":"seaborn","ecosystem":"pypi","requirements":"==0.12.2","direct":true,"kind":"runtime","optional":false},{"id":14292618534,"package_name":"six","ecosystem":"pypi","requirements":"==1.16.0","direct":true,"kind":"runtime","optional":false},{"id":14292618535,"package_name":"sklearn","ecosystem":"pypi","requirements":"==0.0","direct":true,"kind":"runtime","optional":false},{"id":14292618536,"package_name":"threadpoolctl","ecosystem":"pypi","requirements":"==3.1.0","direct":true,"kind":"runtime","optional":false},{"id":14292618537,"package_name":"torch","ecosystem":"pypi","requirements":"==1.8.1","direct":true,"kind":"runtime","optional":false},{"id":14292618538,"package_name":"torchaudio","ecosystem":"pypi","requirements":"==0.8.1","direct":true,"kind":"runtime","optional":false},{"id":14292618539,"package_name":"torchvision","ecosystem":"pypi","requirements":"==0.9.1","direct":true,"kind":"runtime","optional":false},{"id":14292618540,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.47.0","direct":true,"kind":"runtime","optional":false},{"id":14292618541,"package_name":"typing_extensions","ecosystem":"pypi","requirements":"==4.7.1","direct":true,"kind":"runtime","optional":false},{"id":14292618542,"package_name":"tzdata","ecosystem":"pypi","requirements":"==2023.3","direct":true,"kind":"runtime","optional":false},{"id":14292618543,"package_name":"zipp","ecosystem":"pypi","requirements":"==3.16.2","direct":true,"kind":"runtime","optional":false},{"id":14292618544,"package_name":"requests","ecosystem":"pypi","requirements":"==2.31.0","direct":true,"kind":"runtime","optional":false}]}],"score":12.705744294353995,"created_at":"2025-09-04T15:51:36.900Z","updated_at":"2025-10-07T08:23:37.547Z","avatar_url":"https://github.com/apache.png","language":"C++","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/60146","html_url":"https://science.ecosyste.ms/projects/60146","bibtex_url":"https://science.ecosyste.ms/projects/60146/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/60146/export.apalike"}