{"id":13569395,"url":"https://github.com/google/fedjax","last_synced_at":"2026-01-11T23:03:49.558Z","repository":{"id":37790262,"uuid":"323652822","full_name":"google/fedjax","owner":"google","description":"FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.","archived":false,"fork":false,"pushed_at":"2025-07-23T16:07:20.000Z","size":868,"stargazers_count":267,"open_issues_count":12,"forks_count":41,"subscribers_count":10,"default_branch":"main","last_synced_at":"2025-12-20T00:14:37.326Z","etag":null,"topics":["federated-learning","jax"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/google.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"docs/contributing.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2020-12-22T14:44:03.000Z","updated_at":"2025-12-09T08:34:55.000Z","dependencies_parsed_at":"2024-01-06T17:12:52.895Z","dependency_job_id":"bc82a597-c822-4191-8839-b0ff00bd0516","html_url":"https://github.com/google/fedjax","commit_stats":{"total_commits":270,"total_committers":17,"mean_commits":"15.882352941176471","dds":0.5740740740740741,"last_synced_commit":"25a765e113698f303825fbfad8390397309f4fba"},"previous_names":[],"tags_count":17,"template":false,"template_full_name":null,"purl":"pkg:github/google/fedjax","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ffedjax","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ffedjax/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ffedjax/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ffedjax/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google","download_url":"https://codeload.github.com/google/fedjax/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ffedjax/sbom","scorecard":{"id":436890,"data":{"date":"2025-08-11","repo":{"name":"github.com/google/fedjax","commit":"c57ee1970fcd74b560c3d7e5716fae32287daa7b"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.1,"checks":[{"name":"Maintained","score":1,"reason":"2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"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":"Code-Review","score":7,"reason":"Found 21/29 approved changesets -- score normalized to 7","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":"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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/build_and_minimal_test.yml: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":"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":"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":"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/build_and_minimal_test.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/google/fedjax/build_and_minimal_test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/build_and_minimal_test.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/google/fedjax/build_and_minimal_test.yml/main?enable=pin","Warn: pipCommand not pinned by hash: run_tests.sh:29","Warn: pipCommand not pinned by hash: run_tests.sh:30","Warn: pipCommand not pinned by hash: .github/workflows/build_and_minimal_test.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/build_and_minimal_test.yml:30","Warn: pipCommand not pinned by hash: .github/workflows/build_and_minimal_test.yml:46","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   5 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":"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":"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":"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":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'main'"],"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":"Security-Policy","score":10,"reason":"security policy file detected","details":["Info: security policy file detected: github.com/google/.github/SECURITY.md:1","Info: Found linked content: github.com/google/.github/SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: github.com/google/.github/SECURITY.md:1","Info: Found text in security policy: github.com/google/.github/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":"SAST","score":4,"reason":"SAST tool is not run on all commits -- score normalized to 4","details":["Warn: 4 commits out of 10 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"}},{"name":"Vulnerabilities","score":0,"reason":"415 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2022-50 / GHSA-23hm-7w47-xw72","Warn: Project is vulnerable to: GHSA-2475-53vw-vp25","Warn: Project is vulnerable to: PYSEC-2022-100 / GHSA-247x-2f9f-5wp7","Warn: Project is vulnerable to: PYSEC-2022-93 / GHSA-24x4-6qmh-88qg","Warn: Project is vulnerable to: PYSEC-2021-518 / GHSA-24x6-8c7m-hv3f","Warn: Project is vulnerable to: PYSEC-2021-514 / GHSA-26j7-6w8w-7922","Warn: Project is vulnerable to: GHSA-278g-rq84-9hmg","Warn: Project is vulnerable to: GHSA-27j5-4p9v-pp67","Warn: Project is vulnerable to: GHSA-27qf-jwm8-g7f3","Warn: Project is vulnerable to: GHSA-27rc-728f-x5w2","Warn: Project is vulnerable to: PYSEC-2021-451 / GHSA-2cpx-427x-q2c6","Warn: Project is vulnerable to: PYSEC-2021-464 / GHSA-2gfx-95x2-5v3x","Warn: Project is vulnerable to: PYSEC-2021-608 / GHSA-2p25-55c9-h58q","Warn: Project is vulnerable to: GHSA-2p9q-h29j-3f5v","Warn: Project is vulnerable to: GHSA-2r2f-g8mw-9gvr","Warn: Project is vulnerable to: GHSA-2r8p-fg3c-wcj4","Warn: Project is vulnerable to: GHSA-2vv3-56qg-g2cf","Warn: Project is vulnerable to: GHSA-2wmv-37vq-52g5","Warn: Project is vulnerable to: PYSEC-2021-540 / GHSA-2xgj-xhgf-ggjv","Warn: Project is vulnerable to: PYSEC-2022-53 / GHSA-34f9-hjfq-rr8j","Warn: Project is vulnerable to: GHSA-368v-7v32-52fx","Warn: Project is vulnerable to: PYSEC-2021-490 / GHSA-36vm-xw34-x4pj","Warn: Project is vulnerable to: PYSEC-2021-635 / GHSA-374m-jm66-3vj8","Warn: Project is vulnerable to: GHSA-37jf-mjv6-xfqw","Warn: Project is vulnerable to: PYSEC-2021-461 / GHSA-393f-2jr3-cp69","Warn: Project is vulnerable to: GHSA-397c-5g2j-qxpv","Warn: Project is vulnerable to: PYSEC-2021-625 / GHSA-3ff2-r28g-w7h9","Warn: Project is vulnerable to: PYSEC-2021-497 / GHSA-3h8m-483j-7xxm","Warn: Project is vulnerable to: GHSA-3hxh-8cp2-g4hg","Warn: Project is vulnerable to: PYSEC-2022-63 / GHSA-3mw4-6rj6-74g5","Warn: Project is vulnerable to: PYSEC-2021-522 / GHSA-3qgw-p4fm-x7gf","Warn: Project is vulnerable to: PYSEC-2021-459 / GHSA-3qxp-qjq7-w4hf","Warn: Project is vulnerable to: PYSEC-2021-637 / GHSA-3rcw-9p9x-582v","Warn: Project is vulnerable to: PYSEC-2021-517 / GHSA-3w67-q784-6w7c","Warn: Project is vulnerable to: PYSEC-2022-65 / GHSA-428x-9xc2-m8mj","Warn: Project is vulnerable to: PYSEC-2022-95 / GHSA-43jf-985q-588j","Warn: Project is vulnerable to: GHSA-43q8-3fv7-pr5x","Warn: Project is vulnerable to: PYSEC-2022-64 / GHSA-44qp-9wwf-734r","Warn: Project is vulnerable to: PYSEC-2021-441 / GHSA-452g-f7fp-9jf7","Warn: Project is vulnerable to: GHSA-49rq-hwc3-x77w","Warn: Project is vulnerable to: PYSEC-2021-615 / GHSA-49rx-x2rw-pc6f","Warn: Project is vulnerable to: GHSA-4c4g-crqm-xrxw","Warn: Project is vulnerable to: PYSEC-2021-628 / GHSA-4f99-p9c2-3j8x","Warn: Project is vulnerable to: PYSEC-2021-475 / GHSA-4fg4-p75j-w5xj","Warn: Project is vulnerable to: PYSEC-2020-270 / GHSA-4g9f-63rx-5cw4","Warn: Project is vulnerable to: PYSEC-2021-470 / GHSA-4hrh-9vmp-2jgg","Warn: Project is vulnerable to: PYSEC-2022-69 / GHSA-4hvf-hxvg-f67v","Warn: Project is vulnerable to: PYSEC-2021-544 / GHSA-4hvv-7x94-7vq8","Warn: Project is vulnerable to: PYSEC-2022-91 / GHSA-4j82-5ccr-4r8v","Warn: Project is vulnerable to: PYSEC-2021-496 / GHSA-4p4p-www8-8fv9","Warn: Project is vulnerable to: GHSA-4pc4-m9mj-v2r9","Warn: Project is vulnerable to: PYSEC-2022-74 / GHSA-4v5p-v5h9-6xjx","Warn: Project is vulnerable to: PYSEC-2021-454 / GHSA-4vf2-4xcg-65cx","Warn: Project is vulnerable to: PYSEC-2021-524 / GHSA-4vrf-ff7v-hpgr","Warn: Project is vulnerable to: GHSA-4w68-4x85-mjj9","Warn: Project is vulnerable to: GHSA-4xfp-4pfp-89wg","Warn: Project is vulnerable to: PYSEC-2021-498 / GHSA-545v-42p7-98fq","Warn: Project is vulnerable to: GHSA-54ch-gjq5-4976","Warn: Project is vulnerable to: GHSA-54pp-c6pp-7fpx","Warn: Project is vulnerable to: GHSA-558h-mq8x-7q9g","Warn: Project is vulnerable to: PYSEC-2021-617 / GHSA-57wx-m983-2f88","Warn: Project is vulnerable to: GHSA-5889-7v45-q28m","Warn: Project is vulnerable to: PYSEC-2021-487 / GHSA-59q2-x2qc-4c97","Warn: Project is vulnerable to: PYSEC-2021-626 / GHSA-5crj-c72x-m7gq","Warn: Project is vulnerable to: PYSEC-2022-88 / GHSA-5f2r-qp73-37mr","Warn: Project is vulnerable to: PYSEC-2021-500 / GHSA-5gqf-456p-4836","Warn: Project is vulnerable to: GHSA-5hj3-vjjf-f5m7","Warn: Project is vulnerable to: PYSEC-2021-609 / GHSA-5hx2-qx8j-qjqm","Warn: Project is vulnerable to: PYSEC-2022-75 / GHSA-5qw5-89mw-wcg2","Warn: Project is vulnerable to: GHSA-5v77-j66x-4c4g","Warn: Project is vulnerable to: GHSA-5w96-866f-6rm8","Warn: Project is vulnerable to: GHSA-5wpj-c6f7-24x8","Warn: Project is vulnerable to: GHSA-5xwc-mrhx-5g3m","Warn: Project is vulnerable to: PYSEC-2022-89 / GHSA-627q-g293-49q7","Warn: Project is vulnerable to: PYSEC-2021-446 / GHSA-62gx-355r-9fhg","Warn: Project is vulnerable to: PYSEC-2020-275 / GHSA-63xm-rx5p-xvqr","Warn: Project is vulnerable to: PYSEC-2022-77 / GHSA-6445-fm66-fvq2","Warn: Project is vulnerable to: GHSA-647v-r7qq-24fh","Warn: Project is vulnerable to: GHSA-64jg-wjww-7c5w","Warn: Project is vulnerable to: GHSA-66vq-54fq-6jvv","Warn: Project is vulnerable to: GHSA-67pf-62xr-q35m","Warn: Project is vulnerable to: GHSA-689c-r7h2-fv9v","Warn: Project is vulnerable to: GHSA-68v3-g9cm-rmm6","Warn: Project is vulnerable to: PYSEC-2021-456 / GHSA-6f84-42vf-ppwp","Warn: Project is vulnerable to: PYSEC-2021-506 / GHSA-6f89-8j54-29xf","Warn: Project is vulnerable to: PYSEC-2022-52 / GHSA-6gmv-pjp9-p8w8","Warn: Project is vulnerable to: GHSA-6gv8-p3vj-pxvr","Warn: Project is vulnerable to: GHSA-6hg6-5c2q-7rcr","Warn: Project is vulnerable to: PYSEC-2021-618 / GHSA-6hpv-v2rx-c5g6","Warn: Project is vulnerable to: PYSEC-2021-462 / GHSA-6j9c-grc6-5m6g","Warn: Project is vulnerable to: GHSA-6p5r-g9mq-ggh2","Warn: Project is vulnerable to: PYSEC-2021-503 / GHSA-6qgm-fv6v-rfpv","Warn: Project is vulnerable to: GHSA-6wfh-89q8-44jq","Warn: Project is vulnerable to: GHSA-6x99-gv2v-q76v","Warn: Project is vulnerable to: GHSA-75c9-jrh4-79mc","Warn: Project is vulnerable to: PYSEC-2021-492 / GHSA-75f6-78jr-4656","Warn: Project is vulnerable to: GHSA-762h-vpvw-3rcx","Warn: Project is vulnerable to: PYSEC-2021-447 / GHSA-772j-h9xw-ffp5","Warn: Project is vulnerable to: PYSEC-2021-445 / GHSA-772p-x54p-hjrv","Warn: Project is vulnerable to: PYSEC-2022-83 / GHSA-77gp-3h4r-6428","Warn: Project is vulnerable to: PYSEC-2021-614 / GHSA-786j-5qwq-r36x","Warn: Project is vulnerable to: PYSEC-2021-507 / GHSA-79fv-9865-4qcv","Warn: Project is vulnerable to: GHSA-79h2-q768-fpxr","Warn: Project is vulnerable to: PYSEC-2021-504 / GHSA-7cqx-92hp-x6wh","Warn: Project is vulnerable to: GHSA-7fvx-3jfc-2cpc","Warn: Project is vulnerable to: GHSA-7ghq-fvr3-pj2x","Warn: Project is vulnerable to: GHSA-7j3m-8g3c-9qqq","Warn: Project is vulnerable to: GHSA-7jvm-xxmr-v5cw","Warn: Project is vulnerable to: PYSEC-2021-613 / GHSA-7pxj-m4jf-r6h2","Warn: Project is vulnerable to: PYSEC-2021-634 / GHSA-7r94-xv9v-63jw","Warn: Project is vulnerable to: PYSEC-2021-616 / GHSA-7v94-64hj-m82h","Warn: Project is vulnerable to: GHSA-7x4v-9gxg-9hwj","Warn: Project is vulnerable to: GHSA-7xwj-5r4v-429p","Warn: Project is vulnerable to: GHSA-828c-5j5q-vrjq","Warn: Project is vulnerable to: PYSEC-2021-502 / GHSA-828x-qc2p-wprq","Warn: Project is vulnerable to: GHSA-844w-j86r-4x2j","Warn: Project is vulnerable to: GHSA-84jm-4cf3-9jfm","Warn: Project is vulnerable to: PYSEC-2021-444 / GHSA-84mw-34w6-2q43","Warn: Project is vulnerable to: PYSEC-2022-59 / GHSA-87v6-crgm-2gfj","Warn: Project is vulnerable to: PYSEC-2021-465 / GHSA-8c89-2vwr-chcq","Warn: Project is vulnerable to: PYSEC-2022-86 / GHSA-8cxv-76p7-jxwr","Warn: Project is vulnerable to: GHSA-8fvv-46hw-vpg3","Warn: Project is vulnerable to: PYSEC-2021-488 / GHSA-8gv3-57p6-g35r","Warn: Project is vulnerable to: PYSEC-2022-96 / GHSA-8jj7-5vxc-pg2q","Warn: Project is vulnerable to: PYSEC-2021-542 / GHSA-8pmx-p244-g88h","Warn: Project is vulnerable to: PYSEC-2022-87 / GHSA-8r7c-3cm2-3h8f","Warn: Project is vulnerable to: PYSEC-2022-73 / GHSA-8rcj-c8pj-v3m3","Warn: Project is vulnerable to: PYSEC-2021-532 / GHSA-8rm6-75mf-7r7r","Warn: Project is vulnerable to: GHSA-8w5g-3wcv-9g2j","Warn: Project is vulnerable to: GHSA-8wwm-6264-x792","Warn: Project is vulnerable to: GHSA-93vr-9q9m-pj8p","Warn: Project is vulnerable to: GHSA-94mm-g2mv-8p7r","Warn: Project is vulnerable to: GHSA-95xm-g58g-3p88","Warn: Project is vulnerable to: GHSA-9697-98pf-4rw7","Warn: Project is vulnerable to: PYSEC-2020-303 / GHSA-977j-xj7q-2jr9","Warn: Project is vulnerable to: GHSA-97p7-w86h-vcf9","Warn: Project is vulnerable to: PYSEC-2021-527 / GHSA-97wf-p777-86jq","Warn: Project is vulnerable to: PYSEC-2022-57 / GHSA-98j8-c9q4-r38g","Warn: Project is vulnerable to: PYSEC-2022-68 / GHSA-98p5-x8x4-c9m5","Warn: Project is vulnerable to: GHSA-9942-r22v-78cp","Warn: Project is vulnerable to: PYSEC-2022-70 / GHSA-9c78-vcq7-7vxq","Warn: Project is vulnerable to: PYSEC-2021-529 / GHSA-9c84-4hx6-xmm4","Warn: Project is vulnerable to: GHSA-9c8h-2mv3-49ww","Warn: Project is vulnerable to: GHSA-9c8h-vvrj-w2p8","Warn: Project is vulnerable to: GHSA-9cr2-8pwr-fhfq","Warn: Project is vulnerable to: PYSEC-2021-627 / GHSA-9crf-c6qr-r273","Warn: Project is vulnerable to: GHSA-9fpg-838v-wpv7","Warn: Project is vulnerable to: PYSEC-2022-67 / GHSA-9gwq-6cwj-47h3","Warn: Project is vulnerable to: GHSA-9j4v-pp28-mxv7","Warn: Project is vulnerable to: PYSEC-2020-274 / GHSA-9mqp-7v2h-2382","Warn: Project is vulnerable to: PYSEC-2022-79 / GHSA-9p77-mmrw-69c7","Warn: Project is vulnerable to: PYSEC-2022-98 / GHSA-9px9-73fg-3fqp","Warn: Project is vulnerable to: GHSA-9v8w-xmr4-wgxp","Warn: Project is vulnerable to: PYSEC-2021-501 / GHSA-9vpm-rcf4-9wqw","Warn: Project is vulnerable to: GHSA-9vqj-64pv-w55c","Warn: Project is vulnerable to: GHSA-9w2p-5mgw-p94c","Warn: Project is vulnerable to: PYSEC-2021-511 / GHSA-9xh4-23q4-v6wr","Warn: Project is vulnerable to: PYSEC-2021-510 / GHSA-c45w-2wxr-pp53","Warn: Project is vulnerable to: GHSA-c545-c4f9-rf6v","Warn: Project is vulnerable to: PYSEC-2022-56 / GHSA-c582-c96p-r5cq","Warn: Project is vulnerable to: GHSA-c5x2-p679-95wc","Warn: Project is vulnerable to: PYSEC-2022-51 / GHSA-c6fh-56w7-fvjw","Warn: Project is vulnerable to: PYSEC-2022-84 / GHSA-c94w-c95p-phf8","Warn: Project is vulnerable to: PYSEC-2021-450 / GHSA-c968-pq7h-7fxv","Warn: Project is vulnerable to: PYSEC-2020-298 / GHSA-c9f3-9wfr-wgh7","Warn: Project is vulnerable to: GHSA-c9qf-r67m-p7cg","Warn: Project is vulnerable to: GHSA-cfpj-3q4c-jhvr","Warn: Project is vulnerable to: PYSEC-2021-521 / GHSA-cfx7-2xpc-8w4h","Warn: Project is vulnerable to: GHSA-cg88-rpvp-cjv5","Warn: Project is vulnerable to: GHSA-cgfm-62j4-v4rf","Warn: Project is vulnerable to: GHSA-ch4f-829c-v5pw","Warn: Project is vulnerable to: PYSEC-2021-537 / GHSA-cjc7-49v2-jp64","Warn: Project is vulnerable to: GHSA-cm5x-837x-jf3c","Warn: Project is vulnerable to: PYSEC-2021-631 / GHSA-cpf4-wx82-gxp6","Warn: Project is vulnerable to: PYSEC-2021-844 / GHSA-cq76-mxrc-vchh","Warn: Project is vulnerable to: PYSEC-2021-630 / GHSA-cqv6-3phm-hcwx","Warn: Project is vulnerable to: GHSA-cqvq-fvhr-v6hc","Warn: Project is vulnerable to: PYSEC-2021-531 / GHSA-crch-j389-5f84","Warn: Project is vulnerable to: GHSA-cv2p-32v3-vhwq","Warn: Project is vulnerable to: PYSEC-2020-291 / GHSA-cvpc-8phh-8f45","Warn: Project is vulnerable to: GHSA-cwpm-f78v-7m5c","Warn: Project is vulnerable to: PYSEC-2021-519 / GHSA-cwv3-863g-39vx","Warn: Project is vulnerable to: PYSEC-2022-61 / GHSA-f2vv-v9cg-qhh7","Warn: Project is vulnerable to: GHSA-f2w8-jw48-fr7j","Warn: Project is vulnerable to: GHSA-f49c-87jh-g47q","Warn: Project is vulnerable to: GHSA-f4rr-5m7v-wxcw","Warn: Project is vulnerable to: GHSA-f4w6-h4f5-wx45","Warn: Project is vulnerable to: PYSEC-2021-632 / GHSA-f54p-f6jp-4rhr","Warn: Project is vulnerable to: GHSA-f5cx-5wr3-5qrc","Warn: Project is vulnerable to: GHSA-f637-vh3r-vfh2","Warn: Project is vulnerable to: PYSEC-2021-478 / GHSA-f78g-q7r4-9wcv","Warn: Project is vulnerable to: GHSA-f7r5-q7cx-h668","Warn: Project is vulnerable to: GHSA-f8h4-7rgh-q2gm","Warn: Project is vulnerable to: GHSA-fcwc-p4fc-c5cc","Warn: Project is vulnerable to: GHSA-ffjm-4qwc-7cmf","Warn: Project is vulnerable to: GHSA-fhfc-2q7x-929f","Warn: Project is vulnerable to: PYSEC-2022-103 / GHSA-fpcp-9h7m-ffpx","Warn: Project is vulnerable to: PYSEC-2021-471 / GHSA-fphq-gw9m-ghrv","Warn: Project is vulnerable to: PYSEC-2022-94 / GHSA-fq6p-6334-8gr4","Warn: Project is vulnerable to: PYSEC-2022-90 / GHSA-fq86-3f29-px2c","Warn: Project is vulnerable to: GHSA-fqm2-gh8w-gr68","Warn: Project is vulnerable to: GHSA-fqxc-pvf8-2w9v","Warn: Project is vulnerable to: PYSEC-2021-621 / GHSA-fr77-rrx3-cp7g","Warn: Project is vulnerable to: GHSA-frqp-wp83-qggv","Warn: Project is vulnerable to: GHSA-fv25-wrff-wf86","Warn: Project is vulnerable to: GHSA-fv43-93gv-vm8f","Warn: Project is vulnerable to: PYSEC-2022-97 / GHSA-fx5c-h9f6-rv7c","Warn: Project is vulnerable to: GHSA-fxgc-95xx-grvq","Warn: Project is vulnerable to: PYSEC-2021-484 / GHSA-fxqh-cfjm-fp93","Warn: Project is vulnerable to: GHSA-g25h-jr74-qp5j","Warn: Project is vulnerable to: GHSA-g35r-369w-3fqp","Warn: Project is vulnerable to: GHSA-g468-qj8g-vcjc","Warn: Project is vulnerable to: PYSEC-2021-467 / GHSA-g4h2-gqm3-c9wq","Warn: Project is vulnerable to: PYSEC-2020-285 / GHSA-g7p5-5759-qv46","Warn: Project is vulnerable to: GHSA-g8wg-cjwc-xhhp","Warn: Project is vulnerable to: GHSA-g9fm-r5mm-rf9f","Warn: Project is vulnerable to: GHSA-g9h5-vr8m-x2h4","Warn: Project is vulnerable to: PYSEC-2022-58 / GHSA-gcvh-66ff-4mwm","Warn: Project is vulnerable to: PYSEC-2022-66 / GHSA-gf2j-f278-xh4v","Warn: Project is vulnerable to: GHSA-gf88-j2mg-cc82","Warn: Project is vulnerable to: GHSA-gf97-q72m-7579","Warn: Project is vulnerable to: GHSA-gh6x-4whr-2qv4","Warn: Project is vulnerable to: PYSEC-2021-610 / GHSA-gh8h-7j2j-qv4f","Warn: Project is vulnerable to: GHSA-gjh7-xx4r-x345","Warn: Project is vulnerable to: PYSEC-2022-92 / GHSA-gjqc-q9g6-q2j3","Warn: Project is vulnerable to: GHSA-gq2j-cr96-gvqx","Warn: Project is vulnerable to: PYSEC-2021-535 / GHSA-gv26-jpj9-c8gq","Warn: Project is vulnerable to: PYSEC-2021-489 / GHSA-gvm4-h8j3-rjrq","Warn: Project is vulnerable to: GHSA-gw97-ff7c-9v96","Warn: Project is vulnerable to: GHSA-h246-cgh4-7475","Warn: Project is vulnerable to: GHSA-h2wq-prv9-2f56","Warn: Project is vulnerable to: GHSA-h48f-q7rw-hvr7","Warn: Project is vulnerable to: PYSEC-2021-534 / GHSA-h4pc-gx2w-f2xv","Warn: Project is vulnerable to: GHSA-h5g4-ppwx-48q2","Warn: Project is vulnerable to: GHSA-h5vq-gw2c-pq47","Warn: Project is vulnerable to: PYSEC-2021-622 / GHSA-h67m-xg8f-fxcf","Warn: Project is vulnerable to: PYSEC-2020-282 / GHSA-h6fg-mjxg-hqq4","Warn: Project is vulnerable to: GHSA-h6gw-r52c-724r","Warn: Project is vulnerable to: GHSA-h6jh-7gv5-28vg","Warn: Project is vulnerable to: GHSA-h7ff-cfc9-wmmh","Warn: Project is vulnerable to: PYSEC-2021-481 / GHSA-h9px-9vqg-222h","Warn: Project is vulnerable to: PYSEC-2021-443 / GHSA-hc6c-75p4-hmq4","Warn: Project is vulnerable to: PYSEC-2020-299 / GHSA-hhvc-g5hv-48c6","Warn: Project is vulnerable to: PYSEC-2021-473 / GHSA-hmg3-c7xj-6qwm","Warn: Project is vulnerable to: GHSA-hp4c-x6r7-6555","Warn: Project is vulnerable to: GHSA-hpv4-7p9c-mvfr","Warn: Project is vulnerable to: GHSA-hq7g-wwwp-q46h","Warn: Project is vulnerable to: GHSA-hrg5-737c-2p56","Warn: Project is vulnerable to: GHSA-hwr7-8gxx-fj5p","Warn: Project is vulnerable to: GHSA-hx9q-2mx4-m4pg","Warn: Project is vulnerable to: PYSEC-2022-80 / GHSA-j3mj-fhpq-qqjj","Warn: Project is vulnerable to: GHSA-j43h-pgmg-5hjq","Warn: Project is vulnerable to: PYSEC-2021-460 / GHSA-j47f-4232-hvv8","Warn: Project is vulnerable to: GHSA-j5w9-hmfh-4cr6","Warn: Project is vulnerable to: PYSEC-2021-515 / GHSA-j7rm-8ww4-xx2g","Warn: Project is vulnerable to: PYSEC-2021-611 / GHSA-j86v-p27c-73fm","Warn: Project is vulnerable to: PYSEC-2021-636 / GHSA-j8c8-67vp-6mx7","Warn: Project is vulnerable to: PYSEC-2021-466 / GHSA-j8qc-5fqr-52fp","Warn: Project is vulnerable to: PYSEC-2021-528 / GHSA-j8qh-3xrq-c825","Warn: Project is vulnerable to: PYSEC-2021-533 / GHSA-jf7h-7m85-w2v2","Warn: Project is vulnerable to: PYSEC-2021-457 / GHSA-jfp7-4j67-8r3q","Warn: Project is vulnerable to: PYSEC-2021-480 / GHSA-jhq9-wm9m-cf89","Warn: Project is vulnerable to: GHSA-jjm6-4vf7-cjh4","Warn: Project is vulnerable to: PYSEC-2021-520 / GHSA-jjr8-m8g8-p6wv","Warn: Project is vulnerable to: GHSA-jq6x-99hj-q636","Warn: Project is vulnerable to: GHSA-jqm7-m5q7-3hm5","Warn: Project is vulnerable to: GHSA-jvhc-5hhr-w3v5","Warn: Project is vulnerable to: GHSA-jwf9-w5xm-f437","Warn: Project is vulnerable to: PYSEC-2021-619 / GHSA-m342-ff57-4jcc","Warn: Project is vulnerable to: PYSEC-2021-474 / GHSA-m34j-p8rj-wjxq","Warn: Project is vulnerable to: PYSEC-2021-463 / GHSA-m3f9-w3p3-p669","Warn: Project is vulnerable to: PYSEC-2022-55 / GHSA-m4hf-j54p-p353","Warn: Project is vulnerable to: PYSEC-2021-606 / GHSA-m539-j985-hcr8","Warn: Project is vulnerable to: PYSEC-2020-301 / GHSA-m648-33qf-v3gp","Warn: Project is vulnerable to: GHSA-m6cv-4fmf-66xf","Warn: Project is vulnerable to: GHSA-m6vp-8q9j-whx4","Warn: Project is vulnerable to: GHSA-m7fm-4jfh-jrg6","Warn: Project is vulnerable to: GHSA-mg66-qvc5-rm93","Warn: Project is vulnerable to: GHSA-mgmh-g2v6-mqw5","Warn: Project is vulnerable to: GHSA-mh3m-62v7-68xg","Warn: Project is vulnerable to: PYSEC-2021-545 / GHSA-mmq6-q8r3-48fm","Warn: Project is vulnerable to: PYSEC-2021-538 / GHSA-mq5c-prh3-3f3h","Warn: Project is vulnerable to: PYSEC-2021-486 / GHSA-mqh2-9wrp-vx84","Warn: Project is vulnerable to: GHSA-mv77-9g28-cwg3","Warn: Project is vulnerable to: PYSEC-2021-513 / GHSA-mv78-g7wq-mhp4","Warn: Project is vulnerable to: GHSA-mv8m-8x97-937q","Warn: Project is vulnerable to: GHSA-mw6j-hh29-h379","Warn: Project is vulnerable to: PYSEC-2020-288 / GHSA-mxjj-953w-2c2v","Warn: Project is vulnerable to: GHSA-p2xf-8hgm-hpw5","Warn: Project is vulnerable to: PYSEC-2021-476 / GHSA-p45v-v4pw-77jr","Warn: Project is vulnerable to: GHSA-p7hr-f446-x6qf","Warn: Project is vulnerable to: GHSA-p9rc-rmr5-529j","Warn: Project is vulnerable to: GHSA-pf36-r9c6-h97j","Warn: Project is vulnerable to: PYSEC-2022-60 / GHSA-pfjj-m3jj-9jc9","Warn: Project is vulnerable to: PYSEC-2021-845 / GHSA-pgcq-h79j-2f69","Warn: Project is vulnerable to: PYSEC-2021-491 / GHSA-ph87-fvjr-v33w","Warn: Project is vulnerable to: PYSEC-2021-526 / GHSA-pmpr-55fj-r229","Warn: Project is vulnerable to: GHSA-pqhm-4wvf-2jg8","Warn: Project is vulnerable to: PYSEC-2022-99 / GHSA-pqrv-8r2f-7278","Warn: Project is vulnerable to: PYSEC-2021-607 / GHSA-prcg-wp5q-rv7p","Warn: Project is vulnerable to: PYSEC-2021-494 / GHSA-pvrc-hg3f-58r6","Warn: Project is vulnerable to: GHSA-pxrw-j2fv-hx3h","Warn: Project is vulnerable to: PYSEC-2020-302 / GHSA-q263-fvxm-m5mw","Warn: Project is vulnerable to: GHSA-q2c3-jpmc-gfjx","Warn: Project is vulnerable to: GHSA-q3g3-h9r4-prrc","Warn: Project is vulnerable to: PYSEC-2020-287 / GHSA-q4qf-3fc6-8x34","Warn: Project is vulnerable to: GHSA-q5jv-m6qw-5g37","Warn: Project is vulnerable to: GHSA-q7f7-544h-67h9","Warn: Project is vulnerable to: PYSEC-2022-82 / GHSA-q85f-69q7-55h2","Warn: Project is vulnerable to: PYSEC-2020-284 / GHSA-q8gv-q7wr-9jf8","Warn: Project is vulnerable to: GHSA-qfpc-5pjr-mh26","Warn: Project is vulnerable to: PYSEC-2020-289 / GHSA-qh32-6jjc-qprm","Warn: Project is vulnerable to: PYSEC-2020-297 / GHSA-qhxx-j73r-qpm2","Warn: Project is vulnerable to: PYSEC-2022-78 / GHSA-qj5r-f9mv-rffh","Warn: Project is vulnerable to: GHSA-qjj8-32p7-h289","Warn: Project is vulnerable to: GHSA-qjqc-vqcf-5qvj","Warn: Project is vulnerable to: GHSA-qr82-2c78-4m8h","Warn: Project is vulnerable to: PYSEC-2021-543 / GHSA-qw5h-7f53-xrp6","Warn: Project is vulnerable to: PYSEC-2022-71 / GHSA-qx3f-p745-w4hr","Warn: Project is vulnerable to: GHSA-qxpx-j395-pw36","Warn: Project is vulnerable to: GHSA-r26c-679w-mrjm","Warn: Project is vulnerable to: PYSEC-2021-483 / GHSA-r35g-4525-29fq","Warn: Project is vulnerable to: GHSA-r4c4-5fpq-56wg","Warn: Project is vulnerable to: PYSEC-2021-452 / GHSA-r4pj-74mg-8868","Warn: Project is vulnerable to: GHSA-r6jx-9g48-2r5r","Warn: Project is vulnerable to: PYSEC-2021-493 / GHSA-r6pg-pjwc-j585","Warn: Project is vulnerable to: GHSA-rc9w-5c64-9vqq","Warn: Project is vulnerable to: GHSA-rcf8-g8jv-vg6p","Warn: Project is vulnerable to: PYSEC-2021-530 / GHSA-rf3h-xgv5-2q39","Warn: Project is vulnerable to: PYSEC-2021-633 / GHSA-rg3m-hqc5-344v","Warn: Project is vulnerable to: PYSEC-2021-536 / GHSA-rgvq-pcvf-hx75","Warn: Project is vulnerable to: GHSA-rh87-q4vg-m45j","Warn: Project is vulnerable to: GHSA-rhrq-64mq-hf9h","Warn: Project is vulnerable to: GHSA-rjx6-v474-2ch9","Warn: Project is vulnerable to: GHSA-rmg2-f698-wq35","Warn: Project is vulnerable to: PYSEC-2020-295 / GHSA-rrfp-j2mp-hq9c","Warn: Project is vulnerable to: PYSEC-2022-76 / GHSA-rrx2-r989-2c43","Warn: Project is vulnerable to: PYSEC-2022-81 / GHSA-rww7-2gpw-fv6j","Warn: Project is vulnerable to: PYSEC-2022-49 / GHSA-v3f7-j968-4h5f","Warn: Project is vulnerable to: PYSEC-2021-525 / GHSA-v52p-hfjf-wg88","Warn: Project is vulnerable to: GHSA-v5xg-3q2c-c2r4","Warn: Project is vulnerable to: GHSA-v6h3-348g-6h5x","Warn: Project is vulnerable to: PYSEC-2021-505 / GHSA-v6r6-84gr-92rm","Warn: Project is vulnerable to: GHSA-v768-w7m9-2vmm","Warn: Project is vulnerable to: GHSA-v7vw-577f-vp8x","Warn: Project is vulnerable to: GHSA-v82p-hv3v-p6qp","Warn: Project is vulnerable to: GHSA-vcjj-9vg7-vf68","Warn: Project is vulnerable to: PYSEC-2021-523 / GHSA-vf94-36g5-69v8","Warn: Project is vulnerable to: PYSEC-2021-516 / GHSA-vfr4-x8j2-3rf9","Warn: Project is vulnerable to: GHSA-vgvh-2pf4-jr2x","Warn: Project is vulnerable to: PYSEC-2022-54 / GHSA-vjg4-v33c-ggc4","Warn: Project is vulnerable to: GHSA-vm7x-4qhj-rrcq","Warn: Project is vulnerable to: GHSA-vmjw-c2vp-p33c","Warn: Project is vulnerable to: PYSEC-2021-509 / GHSA-vq2r-5xvm-3hc3","Warn: Project is vulnerable to: PYSEC-2021-479 / GHSA-vqw6-72r7-fgw7","Warn: Project is vulnerable to: PYSEC-2021-541 / GHSA-vvg4-vgrv-xfr7","Warn: Project is vulnerable to: PYSEC-2021-623 / GHSA-vwhq-49r4-gj9v","Warn: Project is vulnerable to: GHSA-vxv8-r8q2-63xw","Warn: Project is vulnerable to: GHSA-w4xf-2pqw-5mq7","Warn: Project is vulnerable to: PYSEC-2020-286 / GHSA-w5gh-2wr2-pm6g","Warn: Project is vulnerable to: GHSA-w62h-8xjm-fv49","Warn: Project is vulnerable to: GHSA-w74j-v8xh-3w5h","Warn: Project is vulnerable to: PYSEC-2022-72 / GHSA-wc4g-r73w-x8mm","Warn: Project is vulnerable to: PYSEC-2021-448 / GHSA-wcv5-qrj6-9pfm","Warn: Project is vulnerable to: GHSA-wcv5-vrvr-3rx2","Warn: Project is vulnerable to: GHSA-wf5p-c75w-w3wh","Warn: Project is vulnerable to: PYSEC-2021-499 / GHSA-whr9-vfh2-7hm6","Warn: Project is vulnerable to: PYSEC-2022-85 / GHSA-wm93-f238-7v37","Warn: Project is vulnerable to: PYSEC-2021-495 / GHSA-wp3c-xw9g-gpcg","Warn: Project is vulnerable to: GHSA-wp77-4gmm-7cq8","Warn: Project is vulnerable to: GHSA-wq6q-6m32-9rv9","Warn: Project is vulnerable to: GHSA-wqmc-pm8c-2jhc","Warn: Project is vulnerable to: PYSEC-2021-547 / GHSA-wvjw-p9f5-vq28","Warn: Project is vulnerable to: GHSA-wxjj-cgcx-r3vq","Warn: Project is vulnerable to: PYSEC-2021-624 / GHSA-x3v8-c8qx-3j3r","Warn: Project is vulnerable to: PYSEC-2021-455 / GHSA-x4g7-fvjj-prg8","Warn: Project is vulnerable to: PYSEC-2022-62 / GHSA-x4qx-4fjv-hmw6","Warn: Project is vulnerable to: PYSEC-2021-477 / GHSA-x83m-p7pv-ch8v","Warn: Project is vulnerable to: PYSEC-2021-508 / GHSA-x8h6-xgqx-jqgp","Warn: Project is vulnerable to: GHSA-x989-q2pq-4q5x","Warn: Project is vulnerable to: PYSEC-2020-290 / GHSA-x9j7-x98r-r4w2","Warn: Project is vulnerable to: PYSEC-2021-458 / GHSA-xcwj-wfcm-m23c","Warn: Project is vulnerable to: GHSA-xf83-q765-xm6m","Warn: Project is vulnerable to: PYSEC-2021-468 / GHSA-xgc3-m89p-vr3x","Warn: Project is vulnerable to: PYSEC-2021-453 / GHSA-xm2v-8rrw-w9pm","Warn: Project is vulnerable to: PYSEC-2020-283 / GHSA-xmq7-7fxm-rr79","Warn: Project is vulnerable to: PYSEC-2021-469 / GHSA-xqfj-35wv-m3cr","Warn: Project is vulnerable to: PYSEC-2021-546 / GHSA-xqfj-cr6q-pc8w","Warn: Project is vulnerable to: GHSA-xrp2-fhq4-4q3w","Warn: Project is vulnerable to: PYSEC-2021-612 / GHSA-xrqm-fpgr-6hhx","Warn: Project is vulnerable to: PYSEC-2021-512 / GHSA-xvjm-fvxx-q3hv","Warn: Project is vulnerable to: GHSA-xvwp-h6jv-7472","Warn: Project is vulnerable to: PYSEC-2021-485 / GHSA-xw93-v57j-fcgh","Warn: Project is vulnerable to: PYSEC-2020-296 / GHSA-xwhf-g6j5-j5gc","Warn: Project is vulnerable to: GHSA-xxcj-rhqg-m46g","Warn: Project is vulnerable to: PYSEC-2019-222","Warn: Project is vulnerable to: PYSEC-2019-223","Warn: Project is vulnerable to: PYSEC-2019-224","Warn: Project is vulnerable to: PYSEC-2019-225","Warn: Project is vulnerable to: PYSEC-2019-226","Warn: Project is vulnerable to: PYSEC-2019-228","Warn: Project is vulnerable to: PYSEC-2020-269","Warn: Project is vulnerable to: PYSEC-2020-271","Warn: Project is vulnerable to: PYSEC-2020-272","Warn: Project is vulnerable to: PYSEC-2020-273","Warn: Project is vulnerable to: PYSEC-2020-276","Warn: Project is vulnerable to: PYSEC-2020-277","Warn: Project is vulnerable to: PYSEC-2020-278","Warn: Project is vulnerable to: PYSEC-2020-279","Warn: Project is vulnerable to: PYSEC-2020-280","Warn: Project is vulnerable to: PYSEC-2020-281","Warn: Project is vulnerable to: PYSEC-2021-442","Warn: Project is vulnerable to: PYSEC-2021-472","Warn: Project is vulnerable to: PYSEC-2021-482","Warn: Project is vulnerable to: PYSEC-2021-539"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-19T04:54:18.627Z","repository_id":37790262,"created_at":"2025-08-19T04:54:18.628Z","updated_at":"2025-08-19T04:54:18.628Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28326175,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-11T22:11:01.104Z","status":"ssl_error","status_checked_at":"2026-01-11T22:10:58.990Z","response_time":60,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while 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JAX\n\n[![Build and minimal test](https://github.com/google/fedjax/actions/workflows/build_and_minimal_test.yml/badge.svg)](https://github.com/google/fedjax/actions/workflows/build_and_minimal_test.yml)\n[![Documentation Status](https://readthedocs.org/projects/fedjax/badge/?version=latest)](https://fedjax.readthedocs.io/en/latest/?badge=latest)\n![PyPI version](https://img.shields.io/pypi/v/fedjax)\n\n[**Documentation**](https://fedjax.readthedocs.io/) |\n[**Paper**](https://arxiv.org/abs/2108.02117)\n\nNOTE: FedJAX is not an officially supported Google product. FedJAX is still in\nthe early stages and the API will likely continue to change.\n\n## What is FedJAX?\n\nFedJAX is a [JAX]-based open source library for\n[Federated Learning](https://ai.googleblog.com/2017/04/federated-learning-collaborative.html)\nsimulations that emphasizes ease-of-use in research. With its simple primitives\nfor implementing federated learning algorithms, prepackaged datasets, models and\nalgorithms, and fast simulation speed, FedJAX aims to make developing and\nevaluating federated algorithms faster and easier for researchers. FedJAX works\non accelerators (GPU and TPU) without much additional effort. Additional details\nand benchmarks can be found in our [paper](https://arxiv.org/abs/2108.02117).\n\n## Installation\n\nYou will need a moderately recent version of Python. Please check\n[the PyPI page](https://pypi.org/project/fedjax/) for the up to date version\nrequirement.\n\nFirst, install JAX. For a CPU-only version:\n\n```\npip install --upgrade pip\npip install --upgrade jax jaxlib  # CPU-only version\n```\n\nFor other devices (e.g. GPU), follow\n[these instructions](https://github.com/jax-ml/jax#installation).\n\nThen, install FedJAX from PyPI:\n\n```\npip install fedjax\n```\n\nOr, to upgrade to the latest version of FedJAX:\n\n```\npip install --upgrade git+https://github.com/google/fedjax.git\n```\n\n## Getting Started\n\nBelow is a simple example to verify FedJAX is installed correctly.\n\n```python\nimport fedjax\nimport jax\nimport jax.numpy as jnp\nimport numpy as np\n\n# {'client_id': client_dataset}.\nfd = fedjax.InMemoryFederatedData({\n    'a': {\n        'x': np.array([1.0, 2.0, 3.0]),\n        'y': np.array([2.0, 4.0, 6.0]),\n    },\n    'b': {\n        'x': np.array([4.0]),\n        'y': np.array([12.0])\n    }\n})\n# Initial model parameters.\nparams = jnp.array(0.5)\n# Mean squared error.\nmse_loss = lambda params, batch: jnp.mean(\n    (jnp.dot(batch['x'], params) - batch['y'])**2)\n# Loss for clients 'a' and 'b'.\nprint(f\"client a loss = {mse_loss(params, fd.get_client('a').all_examples())}\")\nprint(f\"client b loss = {mse_loss(params, fd.get_client('b').all_examples())}\")\n```\n\nThe following tutorial notebooks provide an introduction to FedJAX:\n\n*   [Federated datasets](https://fedjax.readthedocs.io/en/latest/notebooks/dataset_tutorial.html)\n*   [Working with models in FedJAX](https://fedjax.readthedocs.io/en/latest/notebooks/model_tutorial.html)\n*   [Federated learning algorithms](https://fedjax.readthedocs.io/en/latest/notebooks/algorithms_tutorial.html)\n\nYou can also take a look at some of our working examples:\n\n*   [Federated Averaging](examples/fed_avg.py)\n*   [Full EMNIST example](examples/emnist_fed_avg.py)\n\n\n## Citing FedJAX\n\nTo cite this repository:\n\n```\n@article{fedjax2021,\n  title={{F}ed{JAX}: Federated learning simulation with {JAX}},\n  author={Jae Hun Ro and Ananda Theertha Suresh and Ke Wu},\n  journal={arXiv preprint arXiv:2108.02117},\n  year={2021}\n}\n```\n\n## Useful pointers\n\n*   https://jax.readthedocs.io/en/latest/index.html\n*   https://jax.readthedocs.io/en/latest/notebooks/Common_Gotchas_in_JAX.html\n*   https://jax.readthedocs.io/en/latest/notebooks/How_JAX_primitives_work.html\n*   https://dm-haiku.readthedocs.io/en/latest/\n\n[JAX]: https://github.com/jax-ml/jax\n[Haiku]: https://github.com/deepmind/dm-haiku\n[Stax]: https://github.com/jax-ml/jax/blob/main/jax/example_libraries/stax.py\n[Optax]: https://github.com/deepmind/optax\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgoogle%2Ffedjax","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgoogle%2Ffedjax","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgoogle%2Ffedjax/lists"}