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.github/workflows/pull-request.yml:1","Warn: no topLevel permission defined: .github/workflows/python-package.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":"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":"Maintained","score":1,"reason":"1 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 1","details":null,"documentation":{"short":"Determines if the project is 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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":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"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":"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/create-docker-image.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/create-docker-image.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-release.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/nightly-release.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-release.yml:36: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/nightly-release.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-release.yml:41: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/nightly-release.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pull-request.yml:41: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/pull-request.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pull-request.yml:47: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/pull-request.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pull-request.yml:76: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/pull-request.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:77: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:88: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-package.yml:100: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-package.yml:108: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-package.yml:116: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-package.yml:124: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-package.yml:132: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/python-package.yml:141: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:189: update your workflow using https://app.stepsecurity.io/secureworkflow/aimhubio/aim/python-package.yml/main?enable=pin","Warn: containerImage not pinned by hash: docker/Dockerfile:1: pin your Docker image by updating python:3.9.10-slim to python:3.9.10-slim@sha256:f43f874bc50ba29cb1d9ea052c2e2db4e55df2c5a1b7d2a77e57f33a7536b752","Warn: pipCommand not pinned by hash: docker/Dockerfile:4","Warn: pipCommand not pinned by hash: docker/Dockerfile:5","Warn: pipCommand not pinned by hash: aim/scripts/sagemaker/on-start.sh:16","Warn: pipCommand not pinned by hash: docker/build-wheels.sh:9","Warn: pipCommand not pinned by hash: docker/build-wheels.sh:10","Warn: pipCommand not pinned by hash: docker/build-wheels.sh:12","Warn: pipCommand not pinned by hash: docker/build-wheels.sh:13","Warn: pipCommand not pinned by hash: .github/workflows/nightly-release.yml:48","Warn: pipCommand not pinned by hash: .github/workflows/nightly-release.yml:49","Warn: pipCommand not pinned by hash: .github/workflows/nightly-release.yml:50","Warn: pipCommand not pinned by hash: .github/workflows/pull-request.yml:85","Warn: pipCommand not pinned by hash: .github/workflows/pull-request.yml:86","Warn: pipCommand not pinned by hash: .github/workflows/pull-request.yml:87","Warn: pipCommand not pinned by hash: .github/workflows/pull-request.yml:54","Warn: pipCommand not pinned by hash: .github/workflows/pull-request.yml:55","Warn: pipCommand not pinned by hash: .github/workflows/pull-request.yml:56","Warn: npmCommand not pinned by hash: .github/workflows/python-package.yml:36","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:47","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:95","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:96","Info:   0 out of  13 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   6 third-party GitHubAction dependencies pinned","Info:   0 out of  19 pipCommand dependencies pinned","Info:   0 out of   1 npmCommand dependencies pinned","Info:   0 out of   1 containerImage 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 27 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":"582 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-968p-4wvh-cqc8","Warn: Project is vulnerable to: GHSA-67hx-6x53-jw92","Warn: Project is vulnerable to: GHSA-whgm-jr23-g3j9","Warn: Project is vulnerable to: GHSA-93q8-gq69-wqmw","Warn: Project is vulnerable to: GHSA-xq7p-g2vc-g82p","Warn: Project is vulnerable to: GHSA-qwcr-r2fm-qrc7","Warn: Project is vulnerable to: GHSA-v6h2-p8h4-qcjw","Warn: Project is vulnerable to: GHSA-grv7-fg5c-xmjg","Warn: Project is vulnerable to: GHSA-x9w5-v3q2-3rhw","Warn: Project is vulnerable to: GHSA-w8qv-6jwh-64r5","Warn: Project is vulnerable to: GHSA-pxg6-pf52-xh8x","Warn: Project is vulnerable to: GHSA-3xgq-45jj-v275","Warn: Project is vulnerable to: GHSA-36jr-mh4h-2g58","Warn: Project is vulnerable to: GHSA-w573-4hg7-7wgq","Warn: Project is vulnerable to: GHSA-phwq-j96m-2c2q","Warn: Project is vulnerable to: GHSA-ghr5-ch3p-vcr6","Warn: Project is vulnerable to: GHSA-434g-2637-qmqr","Warn: Project is vulnerable to: GHSA-49q7-c7j4-3p7m","Warn: Project is vulnerable to: GHSA-977x-g7h5-7qgw","Warn: Project is vulnerable to: GHSA-f7q4-pwc6-w24p","Warn: Project is vulnerable to: GHSA-fc9h-whq2-v747","Warn: Project is vulnerable to: GHSA-vjh7-7g9h-fjfh","Warn: Project is vulnerable to: GHSA-4gmj-3p3h-gm8h","Warn: Project is vulnerable to: GHSA-rv95-896h-c2vc","Warn: Project is vulnerable to: GHSA-qw6h-vgh9-j6wx","Warn: Project is vulnerable to: GHSA-3q56-9cc2-46j4","Warn: Project is vulnerable to: GHSA-74fj-2j2h-c42q","Warn: Project is vulnerable to: GHSA-pw2r-vq6v-hr8c","Warn: Project is vulnerable to: GHSA-jchw-25xp-jwwc","Warn: Project is vulnerable to: GHSA-cxjh-pqwp-8mfp","Warn: Project is vulnerable to: GHSA-fjxv-7rqg-78g4","Warn: Project is vulnerable to: GHSA-pfrx-2q88-qq97","Warn: Project is vulnerable to: GHSA-rc47-6667-2j5j","Warn: Project is vulnerable to: GHSA-c7qv-q95q-8v27","Warn: Project is vulnerable to: GHSA-33f9-j839-rf8h","Warn: Project is vulnerable to: GHSA-c36v-fmgq-m8hx","Warn: Project is vulnerable to: GHSA-78xj-cgh5-2h22","Warn: Project is vulnerable to: GHSA-2p57-rm9w-gvfp","Warn: Project is vulnerable to: GHSA-9c47-m6qq-7p4h","Warn: Project is vulnerable to: GHSA-76p3-8jx3-jpfq","Warn: Project is vulnerable to: GHSA-3rfm-jhwj-7488","Warn: Project is vulnerable to: GHSA-hhq3-ff78-jv3g","Warn: Project is vulnerable to: GHSA-35jh-r3h4-6jhm","Warn: Project is vulnerable to: GHSA-952p-6rrq-rcjv","Warn: Project is vulnerable to: GHSA-f8q6-p94x-37v3","Warn: Project is vulnerable to: GHSA-mwcw-c2x4-8c55","Warn: Project is vulnerable to: GHSA-5rrq-pxf6-6jx5","Warn: Project is vulnerable to: GHSA-8fr3-hfg3-gpgp","Warn: Project is vulnerable to: GHSA-gf8q-jrpm-jvxq","Warn: Project is vulnerable to: GHSA-2r2c-g63r-vccr","Warn: Project is vulnerable to: GHSA-cfm4-qjh2-4765","Warn: Project is vulnerable to: GHSA-x4jg-mjrx-434g","Warn: Project is vulnerable to: GHSA-rp65-9cf3-cjxr","Warn: Project is vulnerable to: GHSA-76c9-3jph-rj3q","Warn: Project is vulnerable to: GHSA-8g77-54rh-46hx","Warn: Project is vulnerable to: GHSA-9wv6-86v2-598j","Warn: Project is vulnerable to: GHSA-rhx6-c78j-4q9w","Warn: Project is vulnerable to: GHSA-h7cp-r72f-jxh6","Warn: Project is vulnerable to: GHSA-v62p-rq8g-8h59","Warn: Project is vulnerable to: GHSA-wjc4-73q6-gv3m","Warn: Project is vulnerable to: GHSA-7fh5-64p2-3v2j","Warn: Project is vulnerable to: GHSA-3949-f494-cm99","Warn: Project is vulnerable to: GHSA-x7hr-w5r2-h6wg","Warn: Project is vulnerable to: GHSA-hrpp-h998-j3pp","Warn: Project is vulnerable to: GHSA-gcx4-mw62-g8wm","Warn: Project is vulnerable to: GHSA-c2qf-rxjj-qqgw","Warn: Project is vulnerable to: GHSA-m6fv-jmcg-4jfg","Warn: Project is vulnerable to: GHSA-cm22-4g7w-348p","Warn: Project is vulnerable to: GHSA-g4rg-993r-mgx7","Warn: Project is vulnerable to: GHSA-w5hq-hm5m-4548","Warn: Project is vulnerable to: GHSA-3jfq-g458-7qm9","Warn: Project is vulnerable to: GHSA-r628-mhmh-qjhw","Warn: Project is vulnerable to: GHSA-9r2w-394v-53qc","Warn: Project is vulnerable to: GHSA-5955-9wpr-37jh","Warn: Project is vulnerable to: GHSA-qq89-hq3f-393p","Warn: Project is vulnerable to: GHSA-f5x3-32g6-xq36","Warn: Project is vulnerable to: GHSA-4wf5-vphf-c2xc","Warn: Project is vulnerable to: GHSA-52f5-9888-hmc6","Warn: Project is vulnerable to: GHSA-jgrx-mgxx-jf9v","Warn: Project is vulnerable to: GHSA-72xf-g2v4-qvf3","Warn: Project is vulnerable to: GHSA-w5p7-h5w8-2hfq","Warn: Project is vulnerable to: GHSA-7p7h-4mm5-852v","Warn: Project is vulnerable to: GHSA-hh27-ffr2-f2jc","Warn: Project is vulnerable to: GHSA-rqff-837h-mm52","Warn: Project is vulnerable to: GHSA-8v38-pw62-9cw2","Warn: Project is vulnerable to: GHSA-hgjh-723h-mx2j","Warn: Project is vulnerable to: GHSA-jf5r-8hm2-f872","Warn: Project is vulnerable to: GHSA-v4rh-8p82-6h5w","Warn: Project is vulnerable to: GHSA-wr3j-pwj9-hqq6","Warn: Project is vulnerable to: GHSA-4v9v-hfq4-rm2v","Warn: Project is vulnerable to: GHSA-9jgg-88mc-972h","Warn: Project is vulnerable to: GHSA-j8xg-fqg3-53r7","Warn: Project is vulnerable to: GHSA-3h5v-q93c-6h6q","Warn: Project is vulnerable to: GHSA-f9xv-q969-pqx4","Warn: Project is vulnerable to: GHSA-35p3-6j45-prwm","Warn: Project is vulnerable to: GHSA-36h2-g4c8-9xcm","Warn: Project is vulnerable to: GHSA-38r9-3j52-h92v","Warn: Project is vulnerable to: GHSA-6w7p-xrvp-p7xv","Warn: Project is vulnerable to: GHSA-75px-35p4-qq6h","Warn: Project is vulnerable to: PYSEC-2021-839 / GHSA-8phj-f9w2-cjcc","Warn: Project is vulnerable to: GHSA-99w2-67h8-5948","Warn: Project is vulnerable to: GHSA-fm93-g6xp-35xq","Warn: Project is vulnerable to: GHSA-gmvv-rj92-9w35","Warn: Project is vulnerable to: GHSA-gp5h-f9c5-8355","Warn: Project is vulnerable to: GHSA-j5qj-rg5j-j7c2","Warn: Project is vulnerable to: GHSA-mrvr-7493-pfq3","Warn: Project is vulnerable to: GHSA-mxvw-cj37-8g2h","Warn: Project is vulnerable to: GHSA-p6x3-v6g3-7557","Warn: Project is vulnerable to: GHSA-p9f2-jg9w-cx69","Warn: Project is vulnerable to: GHSA-pmhg-f7wc-c97m","Warn: Project is vulnerable to: GHSA-r229-5wgf-f28g","Warn: Project is vulnerable to: GHSA-v5pj-jrpv-h6g2","Warn: Project is vulnerable to: GHSA-cjgq-5qmw-rcj6","Warn: Project is vulnerable to: GHSA-x4wf-678h-2pmq","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: GHSA-3f63-hfp8-52jq","Warn: Project is vulnerable to: PYSEC-2021-41 / GHSA-3wvg-mj6g-m9cv","Warn: Project is vulnerable to: GHSA-44wm-f244-xhp3","Warn: Project is vulnerable to: GHSA-4fx9-vc88-q2xc","Warn: Project is vulnerable to: PYSEC-2021-35 / GHSA-57h3-9rgr-c24m","Warn: Project is vulnerable to: PYSEC-2021-331 / GHSA-7534-mm45-c74v","Warn: Project is vulnerable to: PYSEC-2021-137 / GHSA-77gc-v2xv-rvvh","Warn: Project is vulnerable to: PYSEC-2021-92 / GHSA-7r7m-5h27-29hp","Warn: Project is vulnerable to: PYSEC-2023-227 / GHSA-8ghj-p4vj-mr35","Warn: Project is vulnerable to: PYSEC-2022-10 / GHSA-8vj2-vxx3-667w","Warn: Project is vulnerable to: PYSEC-2021-36 / GHSA-8xjq-8fcg-g5hw","Warn: Project is vulnerable to: PYSEC-2021-42 / GHSA-95q3-8gr9-gm8w","Warn: Project is vulnerable to: PYSEC-2021-317 / GHSA-98vv-pw6r-q6q4","Warn: Project is vulnerable to: PYSEC-2021-38 / GHSA-9hx2-hgq2-2g4f","Warn: Project is vulnerable to: PYSEC-2022-168 / GHSA-9j59-75qj-795w","Warn: Project is vulnerable to: PYSEC-2021-40 / GHSA-f4w8-cv6p-x6r5","Warn: Project is vulnerable to: PYSEC-2021-69 / GHSA-f5g8-5qq7-938w","Warn: Project is vulnerable to: PYSEC-2021-139 / GHSA-g6rj-rv7j-xwp4","Warn: Project is vulnerable to: PYSEC-2021-71 / GHSA-hf64-x4gq-p99h","Warn: Project is vulnerable to: PYSEC-2021-94 / GHSA-hjfx-8p6c-g7gx","Warn: Project is vulnerable to: GHSA-j7hp-h8jx-5ppr","Warn: Project is vulnerable to: GHSA-jgpv-4h4c-xhw3","Warn: Project is vulnerable to: PYSEC-2022-42979 / GHSA-m2vv-5vj5-2hm7","Warn: Project is vulnerable to: PYSEC-2021-37 / GHSA-mvg9-xffr-p774","Warn: Project is vulnerable to: PYSEC-2021-39 / GHSA-p43w-g3c5-g5mq","Warn: Project is vulnerable to: PYSEC-2022-8 / GHSA-pw3c-h7wp-cvhx","Warn: Project is vulnerable to: PYSEC-2021-93 / GHSA-q5hq-fp76-qmrc","Warn: Project is vulnerable to: PYSEC-2021-138 / GHSA-rwv7-3v45-hg29","Warn: Project is vulnerable to: PYSEC-2021-70 / GHSA-vqcj-wrf2-7v73","Warn: Project is vulnerable to: PYSEC-2022-9 / GHSA-xrcv-f9gm-v42c","Warn: Project is vulnerable to: PYSEC-2023-175","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-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114","Warn: Project is vulnerable to: GHSA-2475-53vw-vp25","Warn: Project is vulnerable to: GHSA-27rc-728f-x5w2","Warn: Project is vulnerable to: GHSA-2p9q-h29j-3f5v","Warn: Project is vulnerable to: GHSA-2r2f-g8mw-9gvr","Warn: Project is vulnerable to: GHSA-2vv3-56qg-g2cf","Warn: Project is vulnerable to: GHSA-368v-7v32-52fx","Warn: Project is vulnerable to: GHSA-37jf-mjv6-xfqw","Warn: Project is vulnerable to: GHSA-397c-5g2j-qxpv","Warn: Project is vulnerable to: GHSA-49rq-hwc3-x77w","Warn: Project is vulnerable to: GHSA-4pc4-m9mj-v2r9","Warn: Project is vulnerable to: GHSA-4w68-4x85-mjj9","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: GHSA-5889-7v45-q28m","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-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: GHSA-6hg6-5c2q-7rcr","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: GHSA-762h-vpvw-3rcx","Warn: Project is vulnerable to: GHSA-79h2-q768-fpxr","Warn: Project is vulnerable to: GHSA-7j3m-8g3c-9qqq","Warn: Project is vulnerable to: GHSA-7jvm-xxmr-v5cw","Warn: Project is vulnerable to: GHSA-7x4v-9gxg-9hwj","Warn: Project is vulnerable to: GHSA-828c-5j5q-vrjq","Warn: Project is vulnerable to: GHSA-84jm-4cf3-9jfm","Warn: Project is vulnerable to: GHSA-8fvv-46hw-vpg3","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-97p7-w86h-vcf9","Warn: Project is vulnerable to: GHSA-9942-r22v-78cp","Warn: Project is vulnerable to: GHSA-9cr2-8pwr-fhfq","Warn: Project is vulnerable to: GHSA-9fpg-838v-wpv7","Warn: Project is vulnerable to: GHSA-9j4v-pp28-mxv7","Warn: Project is vulnerable to: GHSA-9v8w-xmr4-wgxp","Warn: Project is vulnerable to: GHSA-9vqj-64pv-w55c","Warn: Project is vulnerable to: GHSA-cg88-rpvp-cjv5","Warn: Project is vulnerable to: GHSA-cqvq-fvhr-v6hc","Warn: Project is vulnerable to: GHSA-cv2p-32v3-vhwq","Warn: Project is vulnerable to: GHSA-cwpm-f78v-7m5c","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: GHSA-f637-vh3r-vfh2","Warn: Project is vulnerable to: GHSA-f7r5-q7cx-h668","Warn: Project is vulnerable to: GHSA-ffjm-4qwc-7cmf","Warn: Project is vulnerable to: GHSA-fhfc-2q7x-929f","Warn: Project is vulnerable to: GHSA-fqm2-gh8w-gr68","Warn: Project is vulnerable to: GHSA-fqxc-pvf8-2w9v","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: GHSA-fxgc-95xx-grvq","Warn: Project is vulnerable to: GHSA-g35r-369w-3fqp","Warn: Project is vulnerable to: GHSA-g468-qj8g-vcjc","Warn: Project is vulnerable to: GHSA-g9fm-r5mm-rf9f","Warn: Project is vulnerable to: GHSA-g9h5-vr8m-x2h4","Warn: Project is vulnerable to: GHSA-gf97-q72m-7579","Warn: Project is vulnerable to: GHSA-gjh7-xx4r-x345","Warn: Project is vulnerable to: GHSA-gq2j-cr96-gvqx","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: GHSA-h5g4-ppwx-48q2","Warn: Project is vulnerable to: GHSA-h5vq-gw2c-pq47","Warn: Project is vulnerable to: GHSA-h6q3-vv32-2cq5","Warn: Project is vulnerable to: GHSA-h7ff-cfc9-wmmh","Warn: Project is vulnerable to: GHSA-hq7g-wwwp-q46h","Warn: Project is vulnerable to: GHSA-hrg5-737c-2p56","Warn: Project is vulnerable to: GHSA-hx9q-2mx4-m4pg","Warn: Project is vulnerable to: GHSA-j43h-pgmg-5hjq","Warn: Project is vulnerable to: GHSA-j5w9-hmfh-4cr6","Warn: Project is vulnerable to: GHSA-jjm6-4vf7-cjh4","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-m6cv-4fmf-66xf","Warn: Project is vulnerable to: GHSA-m6vp-8q9j-whx4","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: GHSA-mv77-9g28-cwg3","Warn: Project is vulnerable to: GHSA-mv8m-8x97-937q","Warn: Project is vulnerable to: GHSA-mw6j-hh29-h379","Warn: Project is vulnerable to: GHSA-p2xf-8hgm-hpw5","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: GHSA-pqhm-4wvf-2jg8","Warn: Project is vulnerable to: GHSA-pqrv-8r2f-7278","Warn: Project is vulnerable to: GHSA-pxrw-j2fv-hx3h","Warn: Project is vulnerable to: GHSA-q2c3-jpmc-gfjx","Warn: Project is vulnerable to: GHSA-q5jv-m6qw-5g37","Warn: Project is vulnerable to: GHSA-qhw4-wwr7-gjc5","Warn: Project is vulnerable to: GHSA-qjqc-vqcf-5qvj","Warn: Project is vulnerable to: GHSA-qxpx-j395-pw36","Warn: Project is vulnerable to: GHSA-r26c-679w-mrjm","Warn: Project is vulnerable to: GHSA-rc9w-5c64-9vqq","Warn: Project is vulnerable to: GHSA-rcf8-g8jv-vg6p","Warn: Project is vulnerable to: GHSA-rh87-q4vg-m45j","Warn: Project is vulnerable to: GHSA-rjx6-v474-2ch9","Warn: Project is vulnerable to: GHSA-rmg2-f698-wq35","Warn: Project is vulnerable to: GHSA-v5xg-3q2c-c2r4","Warn: Project is vulnerable to: GHSA-v6h3-348g-6h5x","Warn: Project is vulnerable to: GHSA-v7vw-577f-vp8x","Warn: Project is vulnerable to: GHSA-vgvh-2pf4-jr2x","Warn: Project is vulnerable to: GHSA-vm7x-4qhj-rrcq","Warn: Project is vulnerable to: GHSA-vxv8-r8q2-63xw","Warn: Project is vulnerable to: GHSA-w62h-8xjm-fv49","Warn: Project is vulnerable to: GHSA-wq6q-6m32-9rv9","Warn: Project is vulnerable to: GHSA-wqmc-pm8c-2jhc","Warn: Project is vulnerable to: GHSA-wr9v-g9vf-c74v","Warn: Project is vulnerable to: GHSA-wxjj-cgcx-r3vq","Warn: Project is vulnerable to: GHSA-x989-q2pq-4q5x","Warn: Project is vulnerable to: GHSA-xf83-q765-xm6m","Warn: Project is vulnerable to: GHSA-xrp2-fhq4-4q3w","Warn: Project is vulnerable to: GHSA-xvwp-h6jv-7472","Warn: Project is vulnerable to: GHSA-xxcj-rhqg-m46g","Warn: Project is vulnerable to: GHSA-3749-ghw9-m3mg","Warn: Project is vulnerable to: PYSEC-2022-43015 / GHSA-47fc-vmwq-366v","Warn: Project is vulnerable to: PYSEC-2025-41 / GHSA-53q9-r3pm-6pq6","Warn: Project is vulnerable to: PYSEC-2024-252 / GHSA-5pcm-hx3q-hm94","Warn: Project is vulnerable to: GHSA-887c-mr87-cxwp","Warn: Project is vulnerable to: PYSEC-2024-251 / GHSA-pg7h-5qx3-wjr3","Warn: Project is vulnerable to: PYSEC-2024-250","Warn: Project is vulnerable to: PYSEC-2024-259","Warn: Project is vulnerable to: PYSEC-2022-43017 / GHSA-qwmp-2cf2-g9g6","Warn: Project is vulnerable to: GHSA-64x4-9hc6-r2h6","Warn: Project is vulnerable to: PYSEC-2024-38","Warn: Project is vulnerable to: PYSEC-2022-183 / GHSA-h8pj-cxx2-jfg2","Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: GHSA-23hm-7w47-xw72","Warn: Project is vulnerable to: GHSA-247x-2f9f-5wp7","Warn: Project is vulnerable to: GHSA-24x4-6qmh-88qg","Warn: Project is vulnerable to: PYSEC-2021-227 / GHSA-24x6-8c7m-hv3f","Warn: Project is vulnerable to: PYSEC-2021-223 / 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: PYSEC-2021-160 / GHSA-2cpx-427x-q2c6","Warn: Project is vulnerable to: PYSEC-2021-173 / GHSA-2gfx-95x2-5v3x","Warn: Project is vulnerable to: PYSEC-2021-391 / GHSA-2p25-55c9-h58q","Warn: Project is vulnerable to: GHSA-2r8p-fg3c-wcj4","Warn: Project is vulnerable to: GHSA-2wmv-37vq-52g5","Warn: Project is vulnerable to: PYSEC-2021-249 / GHSA-2xgj-xhgf-ggjv","Warn: Project is vulnerable to: GHSA-34f9-hjfq-rr8j","Warn: Project is vulnerable to: PYSEC-2021-199 / GHSA-36vm-xw34-x4pj","Warn: Project is vulnerable to: PYSEC-2021-418 / GHSA-374m-jm66-3vj8","Warn: Project is vulnerable to: PYSEC-2021-170 / GHSA-393f-2jr3-cp69","Warn: Project is vulnerable to: PYSEC-2021-408 / GHSA-3ff2-r28g-w7h9","Warn: Project is vulnerable to: PYSEC-2021-206 / GHSA-3h8m-483j-7xxm","Warn: Project is vulnerable to: GHSA-3hxh-8cp2-g4hg","Warn: Project is vulnerable to: GHSA-3mw4-6rj6-74g5","Warn: Project is vulnerable to: PYSEC-2021-231 / GHSA-3qgw-p4fm-x7gf","Warn: Project is vulnerable to: PYSEC-2021-168 / GHSA-3qxp-qjq7-w4hf","Warn: Project is vulnerable to: PYSEC-2021-420 / GHSA-3rcw-9p9x-582v","Warn: Project is vulnerable to: PYSEC-2021-226 / GHSA-3w67-q784-6w7c","Warn: Project is vulnerable to: GHSA-428x-9xc2-m8mj","Warn: Project is vulnerable to: GHSA-43jf-985q-588j","Warn: Project is vulnerable to: GHSA-43q8-3fv7-pr5x","Warn: Project is vulnerable to: GHSA-44qp-9wwf-734r","Warn: Project is vulnerable to: PYSEC-2021-150 / GHSA-452g-f7fp-9jf7","Warn: Project is vulnerable to: PYSEC-2021-398 / GHSA-49rx-x2rw-pc6f","Warn: Project is vulnerable to: GHSA-4c4g-crqm-xrxw","Warn: Project is vulnerable to: PYSEC-2021-411 / GHSA-4f99-p9c2-3j8x","Warn: Project is vulnerable to: PYSEC-2021-184 / GHSA-4fg4-p75j-w5xj","Warn: Project is vulnerable to: PYSEC-2020-113 / GHSA-4g9f-63rx-5cw4","Warn: Project is vulnerable to: PYSEC-2021-179 / GHSA-4hrh-9vmp-2jgg","Warn: Project is vulnerable to: GHSA-4hvf-hxvg-f67v","Warn: Project is vulnerable to: PYSEC-2021-253 / GHSA-4hvv-7x94-7vq8","Warn: Project is vulnerable to: GHSA-4j82-5ccr-4r8v","Warn: Project is vulnerable to: PYSEC-2021-205 / GHSA-4p4p-www8-8fv9","Warn: Project is vulnerable to: GHSA-4v5p-v5h9-6xjx","Warn: Project is vulnerable to: PYSEC-2021-163 / GHSA-4vf2-4xcg-65cx","Warn: Project is vulnerable to: PYSEC-2021-233 / GHSA-4vrf-ff7v-hpgr","Warn: Project is vulnerable to: GHSA-4xfp-4pfp-89wg","Warn: Project is vulnerable to: PYSEC-2021-207 / GHSA-545v-42p7-98fq","Warn: Project is vulnerable to: PYSEC-2021-400 / GHSA-57wx-m983-2f88","Warn: Project is vulnerable to: PYSEC-2021-196 / GHSA-59q2-x2qc-4c97","Warn: Project is vulnerable to: PYSEC-2021-409 / GHSA-5crj-c72x-m7gq","Warn: Project is vulnerable to: GHSA-5f2r-qp73-37mr","Warn: Project is vulnerable to: PYSEC-2021-209 / GHSA-5gqf-456p-4836","Warn: Project is vulnerable to: GHSA-5hj3-vjjf-f5m7","Warn: Project is vulnerable to: PYSEC-2021-392 / GHSA-5hx2-qx8j-qjqm","Warn: Project is vulnerable to: GHSA-5qw5-89mw-wcg2","Warn: Project is vulnerable to: GHSA-5xwc-mrhx-5g3m","Warn: Project is vulnerable to: GHSA-627q-g293-49q7","Warn: Project is vulnerable to: PYSEC-2021-155 / GHSA-62gx-355r-9fhg","Warn: Project is vulnerable to: PYSEC-2020-118 / GHSA-63xm-rx5p-xvqr","Warn: Project is vulnerable to: GHSA-6445-fm66-fvq2","Warn: Project is vulnerable to: PYSEC-2021-165 / GHSA-6f84-42vf-ppwp","Warn: Project is vulnerable to: PYSEC-2021-215 / GHSA-6f89-8j54-29xf","Warn: Project is vulnerable to: GHSA-6gmv-pjp9-p8w8","Warn: Project is vulnerable to: GHSA-6gv8-p3vj-pxvr","Warn: Project is vulnerable to: PYSEC-2021-401 / GHSA-6hpv-v2rx-c5g6","Warn: Project is vulnerable to: PYSEC-2021-171 / GHSA-6j9c-grc6-5m6g","Warn: Project is vulnerable to: GHSA-6p5r-g9mq-ggh2","Warn: Project is vulnerable to: PYSEC-2021-212 / GHSA-6qgm-fv6v-rfpv","Warn: Project is vulnerable to: PYSEC-2021-201 / GHSA-75f6-78jr-4656","Warn: Project is vulnerable to: PYSEC-2021-156 / GHSA-772j-h9xw-ffp5","Warn: Project is vulnerable to: PYSEC-2021-154 / GHSA-772p-x54p-hjrv","Warn: Project is vulnerable to: GHSA-77gp-3h4r-6428","Warn: Project is vulnerable to: PYSEC-2021-397 / GHSA-786j-5qwq-r36x","Warn: Project is vulnerable to: PYSEC-2021-216 / GHSA-79fv-9865-4qcv","Warn: Project is vulnerable to: PYSEC-2021-213 / 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: PYSEC-2021-396 / GHSA-7pxj-m4jf-r6h2","Warn: Project is vulnerable to: PYSEC-2021-417 / GHSA-7r94-xv9v-63jw","Warn: Project is vulnerable to: PYSEC-2021-399 / GHSA-7v94-64hj-m82h","Warn: Project is vulnerable to: GHSA-7xwj-5r4v-429p","Warn: Project is vulnerable to: PYSEC-2021-211 / GHSA-828x-qc2p-wprq","Warn: Project is vulnerable to: GHSA-844w-j86r-4x2j","Warn: Project is vulnerable to: PYSEC-2021-153 / GHSA-84mw-34w6-2q43","Warn: Project is vulnerable to: GHSA-87v6-crgm-2gfj","Warn: Project is vulnerable to: PYSEC-2021-174 / GHSA-8c89-2vwr-chcq","Warn: Project is vulnerable to: GHSA-8cxv-76p7-jxwr","Warn: Project is vulnerable to: PYSEC-2021-197 / GHSA-8gv3-57p6-g35r","Warn: Project is vulnerable to: GHSA-8jj7-5vxc-pg2q","Warn: Project is vulnerable to: PYSEC-2021-251 / GHSA-8pmx-p244-g88h","Warn: Project is vulnerable to: GHSA-8r7c-3cm2-3h8f","Warn: Project is vulnerable to: GHSA-8rcj-c8pj-v3m3","Warn: Project is vulnerable to: PYSEC-2021-241 / GHSA-8rm6-75mf-7r7r","Warn: Project is vulnerable to: GHSA-95xm-g58g-3p88","Warn: Project is vulnerable to: GHSA-9697-98pf-4rw7","Warn: Project is vulnerable to: PYSEC-2020-258 / GHSA-977j-xj7q-2jr9","Warn: Project is vulnerable to: PYSEC-2021-236 / GHSA-97wf-p777-86jq","Warn: Project is vulnerable to: GHSA-98j8-c9q4-r38g","Warn: Project is vulnerable to: GHSA-98p5-x8x4-c9m5","Warn: Project is vulnerable to: GHSA-9c78-vcq7-7vxq","Warn: Project is vulnerable to: PYSEC-2021-238 / 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: PYSEC-2021-410 / GHSA-9crf-c6qr-r273","Warn: Project is vulnerable to: GHSA-9gwq-6cwj-47h3","Warn: Project is vulnerable to: PYSEC-2020-117 / GHSA-9mqp-7v2h-2382","Warn: Project is vulnerable to: GHSA-9p77-mmrw-69c7","Warn: Project is vulnerable to: GHSA-9px9-73fg-3fqp","Warn: Project is vulnerable to: PYSEC-2021-210 / GHSA-9vpm-rcf4-9wqw","Warn: Project is vulnerable to: GHSA-9w2p-5mgw-p94c","Warn: Project is vulnerable to: PYSEC-2021-220 / GHSA-9xh4-23q4-v6wr","Warn: Project is vulnerable to: PYSEC-2021-219 / GHSA-c45w-2wxr-pp53","Warn: Project is vulnerable to: GHSA-c545-c4f9-rf6v","Warn: Project is vulnerable to: GHSA-c582-c96p-r5cq","Warn: Project is vulnerable to: GHSA-c5x2-p679-95wc","Warn: Project is vulnerable to: GHSA-c6fh-56w7-fvjw","Warn: Project is vulnerable to: GHSA-c94w-c95p-phf8","Warn: Project is vulnerable to: PYSEC-2021-159 / GHSA-c968-pq7h-7fxv","Warn: Project is vulnerable to: PYSEC-2020-140 / 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-2021-230 / GHSA-cfx7-2xpc-8w4h","Warn: Project is vulnerable to: GHSA-cgfm-62j4-v4rf","Warn: Project is vulnerable to: GHSA-ch4f-829c-v5pw","Warn: Project is vulnerable to: PYSEC-2021-246 / GHSA-cjc7-49v2-jp64","Warn: Project is vulnerable to: GHSA-cm5x-837x-jf3c","Warn: Project is vulnerable to: PYSEC-2021-414 / GHSA-cpf4-wx82-gxp6","Warn: Project is vulnerable to: PYSEC-2021-842 / GHSA-cq76-mxrc-vchh","Warn: Project is vulnerable to: PYSEC-2021-413 / GHSA-cqv6-3phm-hcwx","Warn: Project is vulnerable to: PYSEC-2021-240 / GHSA-crch-j389-5f84","Warn: Project is vulnerable to: PYSEC-2020-134 / GHSA-cvpc-8phh-8f45","Warn: Project is vulnerable to: PYSEC-2021-228 / GHSA-cwv3-863g-39vx","Warn: Project is vulnerable to: GHSA-f2vv-v9cg-qhh7","Warn: Project is vulnerable to: PYSEC-2021-415 / GHSA-f54p-f6jp-4rhr","Warn: Project is vulnerable to: GHSA-f5cx-5wr3-5qrc","Warn: Project is vulnerable to: PYSEC-2021-187 / GHSA-f78g-q7r4-9wcv","Warn: Project is vulnerable to: GHSA-f8h4-7rgh-q2gm","Warn: Project is vulnerable to: GHSA-fcwc-p4fc-c5cc","Warn: Project is vulnerable to: GHSA-fpcp-9h7m-ffpx","Warn: Project is vulnerable to: PYSEC-2021-180 / GHSA-fphq-gw9m-ghrv","Warn: Project is vulnerable to: GHSA-fq6p-6334-8gr4","Warn: Project is vulnerable to: GHSA-fq86-3f29-px2c","Warn: Project is vulnerable to: PYSEC-2021-404 / GHSA-fr77-rrx3-cp7g","Warn: Project is vulnerable to: GHSA-fx5c-h9f6-rv7c","Warn: Project is vulnerable to: PYSEC-2021-193 / GHSA-fxqh-cfjm-fp93","Warn: Project is vulnerable to: GHSA-g25h-jr74-qp5j","Warn: Project is vulnerable to: PYSEC-2021-176 / GHSA-g4h2-gqm3-c9wq","Warn: Project is vulnerable to: PYSEC-2020-128 / GHSA-g7p5-5759-qv46","Warn: Project is vulnerable to: GHSA-g8wg-cjwc-xhhp","Warn: Project is vulnerable to: GHSA-gcvh-66ff-4mwm","Warn: Project is vulnerable to: GHSA-gf2j-f278-xh4v","Warn: Project is vulnerable to: GHSA-gf88-j2mg-cc82","Warn: Project is vulnerable to: GHSA-gh6x-4whr-2qv4","Warn: Project is vulnerable to: PYSEC-2021-393 / GHSA-gh8h-7j2j-qv4f","Warn: Project is vulnerable to: GHSA-gjqc-q9g6-q2j3","Warn: Project is vulnerable to: PYSEC-2021-244 / GHSA-gv26-jpj9-c8gq","Warn: Project is vulnerable to: PYSEC-2021-198 / GHSA-gvm4-h8j3-rjrq","Warn: Project is vulnerable to: PYSEC-2021-243 / GHSA-h4pc-gx2w-f2xv","Warn: Project is vulnerable to: PYSEC-2021-405 / GHSA-h67m-xg8f-fxcf","Warn: Project is vulnerable to: PYSEC-2020-125 / 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: PYSEC-2020-253 / GHSA-h98h-8mxr-m8gx","Warn: Project is vulnerable to: PYSEC-2021-190 / GHSA-h9px-9vqg-222h","Warn: Project is vulnerable to: PYSEC-2021-152 / GHSA-hc6c-75p4-hmq4","Warn: Project is vulnerable to: PYSEC-2020-255 / GHSA-hhvc-g5hv-48c6","Warn: Project is vulnerable to: PYSEC-2021-182 / 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-hwr7-8gxx-fj5p","Warn: Project is vulnerable to: GHSA-j3mj-fhpq-qqjj","Warn: Project is vulnerable to: PYSEC-2021-169 / GHSA-j47f-4232-hvv8","Warn: Project is vulnerable to: PYSEC-2021-224 / GHSA-j7rm-8ww4-xx2g","Warn: Project is vulnerable to: PYSEC-2021-394 / GHSA-j86v-p27c-73fm","Warn: Project is vulnerable to: PYSEC-2021-419 / GHSA-j8c8-67vp-6mx7","Warn: Project is vulnerable to: PYSEC-2021-175 / GHSA-j8qc-5fqr-52fp","Warn: Project is vulnerable to: PYSEC-2021-237 / GHSA-j8qh-3xrq-c825","Warn: Project is vulnerable to: PYSEC-2021-242 / GHSA-jf7h-7m85-w2v2","Warn: Project is vulnerable to: PYSEC-2021-166 / GHSA-jfp7-4j67-8r3q","Warn: Project is vulnerable to: PYSEC-2021-189 / GHSA-jhq9-wm9m-cf89","Warn: Project is vulnerable to: PYSEC-2021-229 / GHSA-jjr8-m8g8-p6wv","Warn: Project is vulnerable to: GHSA-jwf9-w5xm-f437","Warn: Project is vulnerable to: PYSEC-2021-402 / GHSA-m342-ff57-4jcc","Warn: Project is vulnerable to: PYSEC-2021-183 / GHSA-m34j-p8rj-wjxq","Warn: Project is vulnerable to: PYSEC-2021-172 / GHSA-m3f9-w3p3-p669","Warn: Project is vulnerable to: GHSA-m4hf-j54p-p353","Warn: Project is vulnerable to: PYSEC-2021-389 / GHSA-m539-j985-hcr8","Warn: Project is vulnerable to: PYSEC-2020-256 / GHSA-m648-33qf-v3gp","Warn: Project is vulnerable to: GHSA-m7fm-4jfh-jrg6","Warn: Project is vulnerable to: PYSEC-2021-254 / GHSA-mmq6-q8r3-48fm","Warn: Project is vulnerable to: PYSEC-2021-247 / GHSA-mq5c-prh3-3f3h","Warn: Project is vulnerable to: PYSEC-2021-195 / GHSA-mqh2-9wrp-vx84","Warn: Project is vulnerable to: PYSEC-2021-222 / GHSA-mv78-g7wq-mhp4","Warn: Project is vulnerable to: PYSEC-2020-131 / GHSA-mxjj-953w-2c2v","Warn: Project is vulnerable to: PYSEC-2021-185 / GHSA-p45v-v4pw-77jr","Warn: Project is vulnerable to: GHSA-pfjj-m3jj-9jc9","Warn: Project is vulnerable to: PYSEC-2021-843 / GHSA-pgcq-h79j-2f69","Warn: Project is vulnerable to: PYSEC-2021-200 / GHSA-ph87-fvjr-v33w","Warn: Project is vulnerable to: PYSEC-2021-235 / GHSA-pmpr-55fj-r229","Warn: Project is vulnerable to: PYSEC-2021-390 / GHSA-prcg-wp5q-rv7p","Warn: Project is vulnerable to: PYSEC-2021-203 / GHSA-pvrc-hg3f-58r6","Warn: Project is vulnerable to: PYSEC-2020-257 / GHSA-q263-fvxm-m5mw","Warn: Project is vulnerable to: GHSA-q3g3-h9r4-prrc","Warn: Project is vulnerable to: PYSEC-2020-130 / GHSA-q4qf-3fc6-8x34","Warn: Project is vulnerable to: GHSA-q7f7-544h-67h9","Warn: Project is vulnerable to: GHSA-q85f-69q7-55h2","Warn: Project is vulnerable to: PYSEC-2020-127 / GHSA-q8gv-q7wr-9jf8","Warn: Project is vulnerable to: GHSA-qfpc-5pjr-mh26","Warn: Project is vulnerable to: PYSEC-2020-132 / GHSA-qh32-6jjc-qprm","Warn: Project is vulnerable to: PYSEC-2020-254 / GHSA-qhxx-j73r-qpm2","Warn: Project is vulnerable to: GHSA-qj5r-f9mv-rffh","Warn: Project is vulnerable to: GHSA-qjj8-32p7-h289","Warn: Project is vulnerable to: GHSA-qr82-2c78-4m8h","Warn: Project is vulnerable to: PYSEC-2021-252 / GHSA-qw5h-7f53-xrp6","Warn: Project is vulnerable to: GHSA-qx3f-p745-w4hr","Warn: Project is vulnerable to: PYSEC-2021-192 / GHSA-r35g-4525-29fq","Warn: Project is vulnerable to: GHSA-r4c4-5fpq-56wg","Warn: Project is vulnerable to: PYSEC-2021-161 / GHSA-r4pj-74mg-8868","Warn: Project is vulnerable to: GHSA-r6jx-9g48-2r5r","Warn: Project is vulnerable to: PYSEC-2021-202 / GHSA-r6pg-pjwc-j585","Warn: Project is vulnerable to: PYSEC-2021-239 / GHSA-rf3h-xgv5-2q39","Warn: Project is vulnerable to: PYSEC-2021-416 / GHSA-rg3m-hqc5-344v","Warn: Project is vulnerable to: PYSEC-2021-245 / GHSA-rgvq-pcvf-hx75","Warn: Project is vulnerable to: GHSA-rhrq-64mq-hf9h","Warn: Project is vulnerable to: PYSEC-2020-138 / GHSA-rrfp-j2mp-hq9c","Warn: Project is vulnerable to: GHSA-rrx2-r989-2c43","Warn: Project is vulnerable to: GHSA-rww7-2gpw-fv6j","Warn: Project is vulnerable to: GHSA-v3f7-j968-4h5f","Warn: Project is vulnerable to: PYSEC-2021-234 / GHSA-v52p-hfjf-wg88","Warn: Project is vulnerable to: PYSEC-2021-214 / GHSA-v6r6-84gr-92rm","Warn: Project is vulnerable to: GHSA-v768-w7m9-2vmm","Warn: Project is vulnerable to: GHSA-v82p-hv3v-p6qp","Warn: Project is vulnerable to: GHSA-vcjj-9vg7-vf68","Warn: Project is vulnerable to: PYSEC-2021-232 / GHSA-vf94-36g5-69v8","Warn: Project is vulnerable to: PYSEC-2021-225 / GHSA-vfr4-x8j2-3rf9","Warn: Project is vulnerable to: GHSA-vjg4-v33c-ggc4","Warn: Project is vulnerable to: GHSA-vmjw-c2vp-p33c","Warn: Project is vulnerable to: PYSEC-2021-218 / GHSA-vq2r-5xvm-3hc3","Warn: Project is vulnerable to: PYSEC-2021-188 / GHSA-vqw6-72r7-fgw7","Warn: Project is vulnerable to: PYSEC-2021-250 / GHSA-vvg4-vgrv-xfr7","Warn: Project is vulnerable to: PYSEC-2021-406 / GHSA-vwhq-49r4-gj9v","Warn: Project is vulnerable to: GHSA-w4xf-2pqw-5mq7","Warn: Project is vulnerable to: PYSEC-2020-129 / GHSA-w5gh-2wr2-pm6g","Warn: Project is vulnerable to: GHSA-w74j-v8xh-3w5h","Warn: Project is vulnerable to: GHSA-wc4g-r73w-x8mm","Warn: Project is vulnerable to: PYSEC-2021-157 / 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-2021-208 / GHSA-whr9-vfh2-7hm6","Warn: Project is vulnerable to: GHSA-wm93-f238-7v37","Warn: Project is vulnerable to: PYSEC-2021-204 / GHSA-wp3c-xw9g-gpcg","Warn: Project is vulnerable to: GHSA-wp77-4gmm-7cq8","Warn: Project is vulnerable to: PYSEC-2021-256 / GHSA-wvjw-p9f5-vq28","Warn: Project is vulnerable to: PYSEC-2021-407 / GHSA-x3v8-c8qx-3j3r","Warn: Project is vulnerable to: PYSEC-2021-164 / GHSA-x4g7-fvjj-prg8","Warn: Project is vulnerable to: GHSA-x4qx-4fjv-hmw6","Warn: Project is vulnerable to: PYSEC-2021-186 / GHSA-x83m-p7pv-ch8v","Warn: Project is vulnerable to: PYSEC-2021-217 / GHSA-x8h6-xgqx-jqgp","Warn: Project is vulnerable to: PYSEC-2020-133 / GHSA-x9j7-x98r-r4w2","Warn: Project is vulnerable to: PYSEC-2021-167 / GHSA-xcwj-wfcm-m23c","Warn: Project is vulnerable to: PYSEC-2021-177 / GHSA-xgc3-m89p-vr3x","Warn: Project is vulnerable to: PYSEC-2021-162 / GHSA-xm2v-8rrw-w9pm","Warn: Project is vulnerable to: PYSEC-2020-126 / GHSA-xmq7-7fxm-rr79","Warn: Project is vulnerable to: PYSEC-2021-178 / GHSA-xqfj-35wv-m3cr","Warn: Project is vulnerable to: PYSEC-2021-255 / GHSA-xqfj-cr6q-pc8w","Warn: Project is vulnerable to: PYSEC-2021-395 / GHSA-xrqm-fpgr-6hhx","Warn: Project is vulnerable to: PYSEC-2021-221 / GHSA-xvjm-fvxx-q3hv","Warn: Project is vulnerable to: PYSEC-2021-194 / GHSA-xw93-v57j-fcgh","Warn: Project is vulnerable to: PYSEC-2020-139 / GHSA-xwhf-g6j5-j5gc","Warn: Project is vulnerable to: PYSEC-2019-204","Warn: Project is vulnerable to: PYSEC-2019-205","Warn: Project is vulnerable to: PYSEC-2019-206","Warn: Project is vulnerable to: PYSEC-2019-207","Warn: Project is vulnerable to: PYSEC-2019-208","Warn: Project is vulnerable to: PYSEC-2019-210","Warn: Project is vulnerable to: PYSEC-2020-114","Warn: Project is vulnerable to: PYSEC-2020-115","Warn: Project is vulnerable to: PYSEC-2020-116","Warn: Project is vulnerable to: PYSEC-2020-119","Warn: Project is vulnerable to: PYSEC-2020-120","Warn: Project is vulnerable to: PYSEC-2020-121","Warn: Project is vulnerable to: PYSEC-2020-122","Warn: Project is vulnerable to: PYSEC-2020-123","Warn: Project is vulnerable to: PYSEC-2020-124","Warn: Project is vulnerable to: PYSEC-2021-151","Warn: Project is vulnerable to: PYSEC-2021-181","Warn: Project is vulnerable to: PYSEC-2021-191","Warn: Project is vulnerable to: PYSEC-2021-248"],"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":"2025-08-14T22:12:31.193Z","repository_id":36993472,"created_at":"2025-08-14T22:12:31.193Z","updated_at":"2025-08-14T22:12:31.193Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31526666,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-07T16:28:08.000Z","status":"ssl_error","status_checked_at":"2026-04-07T16:28:06.951Z","response_time":105,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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"}},"keywords":["ai","data-science","data-visualization","experiment-tracking","machine-learning","metadata","metadata-tracking","ml","mlflow","mlops","prompt-engineering","python","pytorch","tensorboard","tensorflow","visualization"],"created_at":"2024-07-31T10:00:36.221Z","updated_at":"2026-04-07T19:31:56.811Z","avatar_url":"https://github.com/aimhubio.png","language":"Python","readme":"\u003cdiv align=\"center\"\u003e\n  \u003ctable\u003e\n    \u003ctbody\u003e\n      \u003ctr\u003e\n        \u003ctd\u003eDrop a star to support Aim ⭐\u003c/td\u003e\n        \u003ctd\u003e\n          \u003ca href=\"https://community.aimstack.io/\"\u003eJoin Aim discord community\u003c/a\u003e\n          \u003cimg width=\"20px\" src=\"https://user-images.githubusercontent.com/13848158/226759622-063b725d-8b3e-4c75-80c7-11fb04b7adf5.png\"\u003e\n        \u003c/td\u003e\n      \u003c/tr\u003e\n    \u003c/tbody\u003e\n  \u003c/table\u003e\n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/13848158/225620298-9f9293e9-a138-41fd-bd77-21d53d0490b7.png\"\u003e\n  \u003ch3\u003e\n    An easy-to-use \u0026 supercharged open-source experiment tracker\n  \u003c/h3\u003e\n  Aim logs your training runs and any AI Metadata, enables a beautiful UI to compare, observe them and an API to query them programmatically.\n\u003c/div\u003e\n\n\u003cbr/\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \n  [![Discord Server](https://dcbadge.vercel.app/api/server/zXq2NfVdtF?compact=true\u0026style=flat)](https://community.aimstack.io/)\n  [![Twitter Follow](https://img.shields.io/twitter/follow/aimstackio?style=social)](https://twitter.com/aimstackio)\n  [![Medium](https://img.shields.io/badge/Medium-12100E?style=flat\u0026logo=medium\u0026logoColor=white)](https://medium.com/aimstack)\n  \n  [![Platform Support](https://img.shields.io/badge/platform-Linux%20%7C%20macOS-blue)]()\n  [![PyPI - Python Version](https://img.shields.io/badge/python-%3E%3D%203.7-blue)](https://pypi.org/project/aim/)\n  [![PyPI Package](https://img.shields.io/pypi/v/aim?color=yellow)](https://pypi.org/project/aim/)\n  [![License](https://img.shields.io/badge/License-Apache%202.0-orange.svg)](https://opensource.org/licenses/Apache-2.0)\n  [![PyPI Downloads](https://img.shields.io/pypi/dw/aim?color=green)](https://pypi.org/project/aim/)\n  [![Issues](https://img.shields.io/github/issues/aimhubio/aim)](http://github.com/aimhubio/aim/issues)\n  \n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003cbr/\u003e\n  \u003ckbd\u003e\n    \u003cimg src=\"https://user-images.githubusercontent.com/13848158/136374529-af267918-5dc6-4a4e-8ed2-f6333a332f96.gif\" /\u003e\n  \u003c/kbd\u003e\n\u003c/div\u003e\n\n\u003c/br\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003csub\u003e\u003cstrong\u003eSEAMLESSLY INTEGRATES WITH:\u003c/strong\u003e\u003c/sub\u003e\n  \u003cbr/\u003e\n  \u003cbr/\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954732-2b263308-8ed8-4df3-810b-704840328e98.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954727-04eccf0e-51ed-4f2d-8f3b-c9a675ca8e8f.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954728-ca2f498d-51a7-487b-bd69-ffb5f0c2af58.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954689-1076998c-42f4-4e31-ab47-d9f39575fda1.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954739-0231d659-3202-4458-9c35-ba92d1f079b8.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954697-ef2c7091-b089-4b68-8543-80ce7275b683.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954743-dbfe1e98-7b9f-446a-9fe4-ad4fd562f3df.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954736-7c52ab5a-6780-4375-a6f8-b394dae3ad31.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954710-36551a71-b26d-4665-af20-44ee452dd5dd.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954707-4bc078b5-ae6f-4847-bc2c-3f81959accb2.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954725-a4d4c32c-75db-470a-b1da-698982faa23c.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954665-8d844747-a857-41b8-9104-7c27a8bdb81a.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954686-b9c8ec57-d4fc-44e1-a4b8-443db381a00f.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954693-94bc20b4-f51a-4130-8d5f-ddee30d81205.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954674-42fbfdb3-0351-492d-9ea3-1d3ab2b545f5.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954678-25f1b626-2cb1-4e7e-ad83-f7c8ab679c6f.png\" height=\"60\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225954702-d18d2706-dc87-4e09-a678-f010f6d95736.png\" height=\"60\" /\u003e\n\u003c/div\u003e\n\n\u003cbr/\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003csub\u003e\u003cstrong\u003eTRUSTED BY ML TEAMS FROM:\u003c/strong\u003e\u003c/sub\u003e  \n  \u003cbr/\u003e\n  \u003cbr/\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225952594-a21546f4-987f-42bd-9154-c22b50632b55.png\" height=\"55\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225953224-291fbb6d-e31a-4e36-90ba-92a1dc20bacc.png\" height=\"55\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225953339-4fcc3c99-dda2-4529-ac2a-29c8293be323.png\" height=\"55\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225953084-1d88325a-ad5f-49eb-aa67-f064c4b9f39c.png\" height=\"55\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225952955-397e0f26-f01e-4b25-bd70-9f292a6f77c2.png\" height=\"55\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225952682-a843827b-e870-429d-96d8-3b4fd45471cd.png\" height=\"55\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225952831-1c0e36aa-4120-4635-ab4e-bf1bc685477b.png\" height=\"55\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225953432-4b27653a-aa12-4fbf-897c-01349afa2ad0.png\" height=\"55\" /\u003e\n\u003c/div\u003e\n\n\u003cbr/\u003e\n\n\u003cp align=\"center\"\u003e\n  AimStack offers enterprise support that's beyond core Aim. Contact via \u003ca href=\"mailto:hello@aimstack.io\"\u003ehello@aimstack.io\u003c/a\u003e e-mail.\n\u003c/p\u003e\n\n---\n\n\u003ch3 align=\"center\"\u003e\n  \u003ca href=\"#-about\"\u003e\u003cb\u003eAbout\u003c/b\u003e\u003c/a\u003e \u0026bull;\n  \u003ca href=\"#-demos\"\u003e\u003cb\u003eDemos\u003c/b\u003e\u003c/a\u003e \u0026bull;\n  \u003ca href=\"#-ecosystem\"\u003e\u003cb\u003eEcosystem\u003c/b\u003e\u003c/a\u003e \u0026bull;\n  \u003ca href=\"#-quick-start\"\u003e\u003cb\u003eQuick Start\u003c/b\u003e\u003c/a\u003e \u0026bull;\n  \u003ca href=\"https://github.com/aimhubio/aim/tree/main/examples\"\u003e\u003cb\u003eExamples\u003c/b\u003e\u003c/a\u003e \u0026bull;\n  \u003ca href=\"https://aimstack.readthedocs.io/en/latest/\"\u003e\u003cb\u003eDocumentation\u003c/b\u003e\u003c/a\u003e \u0026bull;\n  \u003ca href=\"#-community\"\u003e\u003cb\u003eCommunity\u003c/b\u003e\u003c/a\u003e \u0026bull;\n  \u003ca href=\"https://aimstack.io/blog\"\u003e\u003cb\u003eBlog\u003c/b\u003e\u003c/a\u003e\n\u003c/h3\u003e  \n\n---\n\n# ℹ️ About\n\nAim is an open-source, self-hosted ML experiment tracking tool designed to handle 10,000s of training runs.\n\nAim provides a performant and beautiful UI for exploring and comparing training runs.\nAdditionally, its SDK enables programmatic access to tracked metadata — perfect for automations and Jupyter Notebook analysis.\n\n\u003cp align=\"center\"\u003e\n  \u003cstrong\u003eAim's mission is to democratize AI dev tools 🎯 \u003c/strong\u003e\n\u003c/p\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/13848158/226426018-f7c11c9b-78d9-4ee4-b292-df28b3e8eaa6.jpg\" height=\"140\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/13848158/226426005-f7e83923-0f92-44a4-88e4-1735a3d3e119.jpg\" height=\"140\" /\u003e\n  \u003cimg src=\"https://user-images.githubusercontent.com/13848158/226426015-4f1122d8-c96a-443f-8698-3db942b1972a.jpg\" height=\"140\" /\u003e\n\u003c/div\u003e\n\n\u003c/br\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003ctable\u003e\n    \u003ctbody\u003e\n      \u003ctr\u003e\n        \u003cth\u003eLog Metadata Across Your ML Pipeline 💾\u003c/th\u003e\n        \u003cth\u003eVisualize \u0026 Compare Metadata via UI 📊\u003c/th\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n        \u003ctd\u003e\n          \u003cul\u003e\n            \u003cli\u003eML experiments and any metadata tracking\u003c/li\u003e\n            \u003cli\u003eIntegration with popular ML frameworks\u003c/li\u003e\n            \u003cli\u003eEasy migration from other experiment trackers\u003c/li\u003e\n            \u003c/ul\u003e\n          \u003c/td\u003e\n        \u003ctd\u003e\n          \u003cul\u003e\n            \u003cli\u003eMetadata visualization via Aim Explorers\u003c/li\u003e\n            \u003cli\u003eGrouping and aggregation\u003c/li\u003e\n            \u003cli\u003eQuerying using Python expressions\u003c/li\u003e\n          \u003c/ul\u003e\n        \u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n        \u003cth\u003eRun ML Trainings Effectively ⚡\u003c/th\u003e\n        \u003cth\u003eOrganize Your Experiments 🗂️\u003c/th\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n        \u003ctd\u003e\n          \u003cul\u003e\n            \u003cli\u003eSystem info and resource usage tracking\u003c/li\u003e\n            \u003cli\u003eReal-time alerting on training progress\u003c/li\u003e\n            \u003cli\u003eLogging and configurable notifications\u003c/li\u003e\n          \u003c/ul\u003e\n        \u003c/td\u003e\n        \u003ctd\u003e\n          \u003cul\u003e\n            \u003cli\u003eDetailed run information for easy debugging\u003c/li\u003e\n            \u003cli\u003eCentralized dashboard for holistic view\u003c/li\u003e\n            \u003cli\u003eRuns grouping with tags and experiments\u003c/li\u003e\u003c/ul\u003e\n        \u003c/td\u003e\n      \u003c/tr\u003e\n    \u003c/tbody\u003e\n  \u003c/table\u003e\n\u003c/div\u003e\n\n# 🎬 Demos\n\nCheck out live Aim demos NOW to see it in action.\n\n| [Machine translation experiments](https://play.aimstack.io/nmt/metrics?grouping=O-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\u0026chart=O-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\u0026select=O-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) | [lightweight-GAN experiments](https://play.aimstack.io/image-generation/images?grouping=O-JTdCJTIycm93JTIyOiU1QiU1RCwlMjJyZXZlcnNlTW9kZSUyMjolN0IlMjJyb3clMjI6ZmFsc2UsJTIyZ3JvdXAlMjI6ZmFsc2UlN0QsJTIyaXNBcHBsaWVkJTIyOiU3QiUyMnJvdyUyMjp0cnVlLCUyMmdyb3VwJTIyOnRydWUlN0QsJTIyZ3JvdXAlMjI6JTVCJTIyaW5kZXglMjIsJTIyc3RlcCUyMiU1RCU3RA\u0026select=O-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\u0026images=O-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)|\n|:---:|:---:|\n| \u003ca 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\u003cimg src=\"https://user-images.githubusercontent.com/97726819/225964524-0051c2c7-8554-43ae-82b8-adcb77bcf1ba.png\"\u003e \u003c/a\u003e | \u003ca href=\"https://play.aimstack.io/image-generation/images?grouping=O-JTdCJTIycm93JTIyOiU1QiU1RCwlMjJyZXZlcnNlTW9kZSUyMjolN0IlMjJyb3clMjI6ZmFsc2UsJTIyZ3JvdXAlMjI6ZmFsc2UlN0QsJTIyaXNBcHBsaWVkJTIyOiU3QiUyMnJvdyUyMjp0cnVlLCUyMmdyb3VwJTIyOnRydWUlN0QsJTIyZ3JvdXAlMjI6JTVCJTIyaW5kZXglMjIsJTIyc3RlcCUyMiU1RCU3RA\u0026select=O-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\u0026images=O-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\"\u003e \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225948275-a41946ea-89f4-45f1-bce1-251c84dcddca.png\"\u003e \u003c/a\u003e |\n| Training logs of a neural translation model(from WMT'19 competition). | Training logs of 'lightweight' GAN, proposed in ICLR 2021. |\n\n| [FastSpeech 2 experiments](https://play.aimstack.io/fastspeech2/runs/d9e89aa7875e44b2ba85612a/audios)| [Simple MNIST](https://play.aimstack.io/digit-recognition/runs/426032ad2d7e4b0385bc6c51/distributions) |\n|:---:|:---:|\n| \u003ca href=\"https://play.aimstack.io/fastspeech2/runs/d9e89aa7875e44b2ba85612a/audios\"\u003e \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225948457-567526da-a329-4c53-a9a7-98dfe392d4c4.png\"\u003e \u003c/a\u003e | \u003ca href=\"https://play.aimstack.io/digit-recognition/runs/7f083da898624a2c98e0f363/distributions\"\u003e \u003cimg src=\"https://user-images.githubusercontent.com/97726819/225948599-ff39c5b7-ae7d-4deb-8bc9-5eee1e189d89.png\"\u003e \u003c/a\u003e |\n| Training logs of Microsoft's \"FastSpeech 2: Fast and High-Quality End-to-End Text to Speech\". | Simple MNIST training logs. |\n\n# 🌍 Ecosystem\n\nAim is not just an experiment tracker. It's a groundwork for an ecosystem. \nCheck out the two most famous Aim-based tools.\n\n| [aimlflow](https://github.com/aimhubio/aimlflow) | [Aim-spaCy](https://github.com/aimhubio/aim-spacy) |\n|:---:|:---:|\n| ![aimlflow](https://user-images.githubusercontent.com/97726819/225957836-cdec88e3-4993-435a-a135-d78be3ac1635.png) | ![Aim-spaCy](https://user-images.githubusercontent.com/97726819/225957990-4edc4525-1f65-4405-b663-ce7af888bdfa.png) |\n| Exploring MLflow experiments with a powerful UI | an Aim-based spaCy experiment tracker |\n\n# 🏁 Quick start\n\nFollow the steps below to get started with Aim.\n\n## 1. Install Aim on your training environment\n\n```shell\npip3 install aim\n```\n\n## 2. Integrate Aim with your code\n\n```python\nfrom aim import Run\n\n# Initialize a new run\nrun = Run()\n\n# Log run parameters\nrun[\"hparams\"] = {\n    \"learning_rate\": 0.001,\n    \"batch_size\": 32,\n}\n\n# Log metrics\nfor i in range(10):\n    run.track(i, name='loss', step=i, context={ \"subset\":\"train\" })\n    run.track(i, name='acc', step=i, context={ \"subset\":\"train\" })\n```\n\n_See the full list of supported trackable objects(e.g. images, text, etc) [here](https://aimstack.readthedocs.io/en/latest/quick_start/supported_types.html)._\n\n## 3. Run the training as usual and start Aim UI\n\n```shell\naim up\n```\n\n## Learn more\n\n\u003cdetails\u003e\n\u003csummary\u003e\n\u003cstrong\u003eMigrate from other tools\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\nAim has built-in converters to easily migrate logs from other tools. \nThese migrations cover the most common usage scenarios.\nIn case of custom and complex scenarios you can use Aim SDK to implement your own conversion script.\n\n- [TensorBoard logs converter](https://aimstack.readthedocs.io/en/latest/quick_start/convert_data.html#show-tensorboard-logs-in-aim)\n- [MLFlow logs converter](https://aimstack.readthedocs.io/en/latest/quick_start/convert_data.html#show-mlflow-logs-in-aim)\n- [Weights \u0026 Biases logs converter](https://aimstack.readthedocs.io/en/latest/quick_start/convert_data.html#show-weights-and-biases-logs-in-aim)\n\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\u003csummary\u003e\n\u003cstrong\u003eIntegrate Aim into an existing project\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\nAim easily integrates with a wide range of ML frameworks, providing built-in callbacks for most of them.\n\n- [Integration with Pytorch Ignite](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-pytorch-ignite)\n- [Integration with Pytorch Lightning](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-pytorch-lightning)\n- [Integration with Hugging Face](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-hugging-face)\n- [Integration with Keras \u0026 tf.Keras](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-keras-tf-keras)\n- [Integration with Keras Tuner](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-keras-tuner)\n- [Integration with XGboost](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-xgboost)\n- [Integration with CatBoost](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-catboost)\n- [Integration with LightGBM](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-lightgbm)\n- [Integration with fastai](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-fastai)\n- [Integration with MXNet](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-mxnet)\n- [Integration with Optuna](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-optuna)\n- [Integration with PaddlePaddle](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-paddlepaddle)\n- [Integration with Stable-Baselines3](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-stable-baselines3)\n- [Integration with Acme](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-acme)\n- [Integration with Prophet](https://aimstack.readthedocs.io/en/latest/quick_start/integrations.html#integration-with-prophet)\n\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\u003csummary\u003e\n\u003cstrong\u003eQuery runs programmatically via SDK\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\nAim Python SDK empowers you to query and access any piece of tracked metadata with ease.\n\n```python\nfrom aim import Repo\n\nmy_repo = Repo('/path/to/aim/repo')\n\nquery = \"metric.name == 'loss'\" # Example query\n\n# Get collection of metrics\nfor run_metrics_collection in my_repo.query_metrics(query).iter_runs():\n    for metric in run_metrics_collection:\n        # Get run params\n        params = metric.run[...]\n        # Get metric values\n        steps, metric_values = metric.values.sparse_numpy()\n```\n\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\u003csummary\u003e\n\u003cstrong\u003eSet up a centralized tracking server\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\nAim remote tracking server allows running experiments in a multi-host environment and collect tracked data in a centralized location.\n\nSee the docs on how to [set up the remote server](https://aimstack.readthedocs.io/en/latest/using/remote_tracking.html).\n\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\u003csummary\u003e\n\u003cstrong\u003eDeploy Aim on kubernetes\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\n- The official Aim docker image: https://hub.docker.com/r/aimstack/aim\n- A guide on how to deploy Aim on kubernetes: https://aimstack.readthedocs.io/en/latest/using/k8s_deployment.html\n\n\n\u003c/details\u003e\n\nRead the full documentation on [aimstack.readthedocs.io](https://aimstack.readthedocs.io) 📖\n\n# 🆚 Comparisons to familiar tools\n\n\u003cdetails\u003e\n\u003csummary\u003e\n  \u003cstrong\u003eTensorBoard vs Aim\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\n**Training run comparison**\n\nOrder of magnitude faster training run comparison with Aim\n- The tracked params are first class citizens at Aim. You can search, group, aggregate via params - deeply explore all the tracked data (metrics, params, images) on the UI.\n- With tensorboard the users are forced to record those parameters in the training run name to be able to search and compare. This causes a super-tedius comparison experience and usability issues on the UI when there are many experiments and params. **TensorBoard doesn't have features to group, aggregate the metrics**\n\n**Scalability**\n\n- Aim is built to handle 1000s of training runs - both on the backend and on the UI.\n- TensorBoard becomes really slow and hard to use when a few hundred training runs are queried / compared.\n\n**Beloved TB visualizations to be added on Aim**\n\n- Embedding projector.\n- Neural network visualization.\n\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\u003csummary\u003e\n  \u003cstrong\u003eMLflow vs Aim\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\nMLFlow is an end-to-end ML Lifecycle tool.\nAim is focused on training tracking.\nThe main differences of Aim and MLflow are around the UI scalability and run comparison features.\n\nAim and MLflow are a perfect match - check out the [aimlflow](https://github.com/aimhubio/aimlflow) - the tool that enables Aim superpowers on Mlflow.\n\n**Run comparison**\n\n- Aim treats tracked parameters as first-class citizens. Users can query runs, metrics, images and filter using the params.\n- MLFlow does have a search by tracked config, but there are no grouping, aggregation, subplotting by hyparparams and other comparison features available.\n\n**UI Scalability**\n\n- Aim UI can handle several thousands of metrics at the same time smoothly with 1000s of steps. It may get shaky when you explore 1000s of metrics with 10000s of steps each. But we are constantly optimizing!\n- MLflow UI becomes slow to use when there are a few hundreds of runs.\n\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\u003csummary\u003e\n  \u003cstrong\u003eWeights and Biases vs Aim\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\nHosted vs self-hosted\n\n- Weights and Biases is a hosted closed-source MLOps platform.\n- Aim is self-hosted, free and open-source experiment tracking tool.\n\n\u003c/details\u003e\n\n# 🛣️ Roadmap\n\n## Detailed milestones\n\nThe [Aim product roadmap](https://github.com/orgs/aimhubio/projects/3) :sparkle: \n\n- The `Backlog` contains the issues we are going to choose from and prioritize weekly\n- The issues are mainly prioritized by the highly-requested features\n\n## High-level roadmap\n\nThe high-level features we are going to work on the next few months:\n\n**In progress**\n\n- [ ] Aim SDK low-level interface\n- [ ] Dashboards – customizable layouts with embedded explorers\n- [ ] Ergonomic UI kit\n- [ ] Text Explorer\n\n\u003cdetails\u003e\n\u003csummary\u003e\n  \u003cstrong\u003eNext-up\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\n**Aim UI**\n\n- Runs management\n    - Runs explorer – query and visualize runs data(images, audio, distributions, ...) in a central dashboard\n- Explorers\n    - Distributions Explorer\n\n**SDK and Storage**\n\n- Scalability\n    - Smooth UI and SDK experience with over 10.000 runs\n- Runs management\n    - CLI commands\n        - Reporting - runs summary and run details in a CLI compatible format\n        - Manipulations – copy, move, delete runs, params and sequences\n- Cloud storage support – store runs blob(e.g. images) data on the cloud\n- Artifact storage – store files, model checkpoints, and beyond\n\n**Integrations**\n\n- ML Frameworks:\n    - Shortlist: scikit-learn\n- Resource management tools\n    - Shortlist: Kubeflow, Slurm\n- Workflow orchestration tools\n\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\u003csummary\u003e\n  \u003cstrong\u003eDone\u003c/strong\u003e\n\u003c/summary\u003e\n\n\u003c/br\u003e\n\n  - [x] Live updates (Shipped: _Oct 18 2021_)\n  - [x] Images tracking and visualization (Start: _Oct 18 2021_, Shipped: _Nov 19 2021_)\n  - [x] Distributions tracking and visualization (Start: _Nov 10 2021_, Shipped: _Dec 3 2021_)\n  - [x] Jupyter integration (Start: _Nov 18 2021_, Shipped: _Dec 3 2021_)\n  - [x] Audio tracking and visualization (Start: _Dec 6 2021_, Shipped: _Dec 17 2021_)\n  - [x] Transcripts tracking and visualization (Start: _Dec 6 2021_, Shipped: _Dec 17 2021_)\n  - [x] Plotly integration (Start: _Dec 1 2021_, Shipped: _Dec 17 2021_)\n  - [x] Colab integration (Start: _Nov 18 2021_, Shipped: _Dec 17 2021_)\n  - [x] Centralized tracking server (Start: _Oct 18 2021_, Shipped: _Jan 22 2022_)\n  - [x] Tensorboard adaptor - visualize TensorBoard logs with Aim (Start: _Dec 17 2021_, Shipped: _Feb 3 2022_)\n  - [x] Track git info, env vars, CLI arguments, dependencies (Start: _Jan 17 2022_, Shipped: _Feb 3 2022_)\n  - [x] MLFlow adaptor (visualize MLflow logs with Aim) (Start: _Feb 14 2022_, Shipped: _Feb 22 2022_)\n  - [x] Activeloop Hub integration (Start: _Feb 14 2022_, Shipped: _Feb 22 2022_)\n  - [x] PyTorch-Ignite integration (Start: _Feb 14 2022_, Shipped: _Feb 22 2022_)\n  - [x] Run summary and overview info(system params, CLI args, git info, ...) (Start: _Feb 14 2022_, Shipped: _Mar 9 2022_)\n  - [x] Add DVC related metadata into aim run (Start: _Mar 7 2022_, Shipped: _Mar 26 2022_)\n  - [x] Ability to attach notes to Run from UI (Start: _Mar 7 2022_, Shipped: _Apr 29 2022_)\n  - [x] Fairseq integration (Start: _Mar 27 2022_, Shipped: _Mar 29 2022_)\n  - [x] LightGBM integration (Start: _Apr 14 2022_, Shipped: _May 17 2022_)\n  - [x] CatBoost integration (Start: _Apr 20 2022_, Shipped: _May 17 2022_)\n  - [x] Run execution details(display stdout/stderr logs) (Start: _Apr 25 2022_, Shipped: _May 17 2022_)\n  - [x] Long sequences(up to 5M of steps) support (Start: _Apr 25 2022_, Shipped: _Jun 22 2022_)\n  - [x] Figures Explorer (Start: _Mar 1 2022_, Shipped: _Aug 21 2022_)\n  - [x] Notify on stuck runs (Start: _Jul 22 2022_, Shipped: _Aug 21 2022_)\n  - [x] Integration with KerasTuner (Start: _Aug 10 2022_, Shipped: _Aug 21 2022_)\n  - [x] Integration with WandB (Start: _Aug 15 2022_, Shipped: _Aug 21 2022_)\n  - [x] Stable remote tracking server (Start: _Jun 15 2022_, Shipped: _Aug 21 2022_)\n  - [x] Integration with fast.ai (Start: _Aug 22 2022_, Shipped: _Oct 6 2022_)\n  - [x] Integration with MXNet (Start: _Sep 20 2022_, Shipped: _Oct 6 2022_)\n  - [x] Project overview page (Start: _Sep 1 2022_, Shipped: _Oct 6 2022_)\n  - [x] Remote tracking server scaling (Start: _Sep 11 2022_, Shipped: _Nov 26 2022_)\n  - [x] Integration with PaddlePaddle (Start: _Oct 2 2022_, Shipped: _Nov 26 2022_)\n  - [x] Integration with Optuna (Start: _Oct 2 2022_, Shipped: _Nov 26 2022_)\n  - [x] Audios Explorer (Start: _Oct 30 2022_, Shipped: _Nov 26 2022_)\n  - [x] Experiment page (Start: _Nov 9 2022_, Shipped: _Nov 26 2022_)\n  - [x] HuggingFace datasets (Start: _Dec 29 2022_, _Feb 3 2023_)\n\n\u003c/details\u003e\n\n# 👥 Community\n\n## Aim README badge\n\nAdd Aim badge to your README, if you've enjoyed using Aim in your work:\n\n[![Aim](https://img.shields.io/badge/powered%20by-Aim-%231473E6)](https://github.com/aimhubio/aim)\n\n```\n[![Aim](https://img.shields.io/badge/powered%20by-Aim-%231473E6)](https://github.com/aimhubio/aim)\n```\n\n## Cite Aim in your papers\n\nIn case you've found Aim helpful in your research journey, we'd be thrilled if you could acknowledge Aim's contribution:\n\n```bibtex\n@software{Arakelyan_Aim_2020,\n  author = {Arakelyan, Gor and Soghomonyan, Gevorg and {The Aim team}},\n  doi = {10.5281/zenodo.6536395},\n  license = {Apache-2.0},\n  month = {6},\n  title = {{Aim}},\n  url = {https://github.com/aimhubio/aim},\n  version = {3.9.3},\n  year = {2020}\n}\n```\n\n## Contributing to Aim\n\nConsidering contibuting to Aim? \nTo get started, please take a moment to read the [CONTRIBUTING.md](https://github.com/aimhubio/aim/blob/main/CONTRIBUTING.md) guide. \n\nJoin Aim contributors by submitting your first pull request. Happy coding! 😊\n\n\u003ca href=\"https://github.com/aimhubio/aim/graphs/contributors\"\u003e\n  \u003cimg src=\"https://contrib.rocks/image?repo=aimhubio/aim\" /\u003e\n\u003c/a\u003e\n\nMade with [contrib.rocks](https://contrib.rocks).\n\n## More questions?\n\n1. [Read the docs](https://aimstack.readthedocs.io/en/latest/)\n2. [Open a feature request or report a bug](https://github.com/aimhubio/aim/issues)\n3. [Join Discord community server](https://community.aimstack.io/)\n","funding_links":[],"categories":["HarmonyOS","🎯 Tool Categories","Python","Model and Data Versioning","Experiment Tracking","Machine Learning Framework","TypeScript","Model, Data and Experiment Management","Reproducibility \u0026 Experiment Tracking","\u003ca id=\"tag-ai\" href=\"#tag-ai\"\u003eAI/ML\u003c/a\u003e","工作流程和实验跟踪","语言资源库","Training","\u003ca id=\"tools\"\u003e\u003c/a\u003e🛠️ Tools","ai","Machine learning support systems:","Model Lifecycle","📋 Contents","Training \u0026 Fine-Tuning"],"sub_categories":["Windows Manager","🔬 Experiment Tracking \u0026 Model Registry","Experiment Management","python","Experiment Tracking","General-Purpose Machine Learning","Model Lifecycle","Python","📊 8. MLOps / LLMOps \u0026 Production"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faimhubio%2Faim","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faimhubio%2Faim","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faimhubio%2Faim/lists"}