{"id":13448644,"url":"https://github.com/tensorflow/tfjs","last_synced_at":"2025-09-09T19:53:38.951Z","repository":{"id":37271201,"uuid":"123870315","full_name":"tensorflow/tfjs","owner":"tensorflow","description":"A WebGL accelerated JavaScript library for training and deploying ML models.","archived":false,"fork":false,"pushed_at":"2025-08-21T15:53:33.000Z","size":173834,"stargazers_count":18952,"open_issues_count":603,"forks_count":1991,"subscribers_count":324,"default_branch":"master","last_synced_at":"2025-09-02T00:35:17.207Z","etag":null,"topics":["deep-learning","deep-neural-network","gpu-acceleration","javascript","machine-learning","neural-network","typescript","wasm","web-assembly","webgl"],"latest_commit_sha":null,"homepage":"https://js.tensorflow.org","language":"TypeScript","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/tensorflow.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2018-03-05T05:41:02.000Z","updated_at":"2025-09-01T14:54:33.000Z","dependencies_parsed_at":"2022-07-12T16:15:16.070Z","dependency_job_id":"94930f02-2083-4a2f-94a5-1e03bb10ea0c","html_url":"https://github.com/tensorflow/tfjs","commit_stats":{"total_commits":6024,"total_committers":384,"mean_commits":15.6875,"dds":0.9040504648074369,"last_synced_commit":"3daf152cb794f4da58fce5e21e09e8a4f89c8f80"},"previous_names":[],"tags_count":483,"template":false,"template_full_name":null,"purl":"pkg:github/tensorflow/tfjs","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftfjs","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftfjs/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftfjs/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftfjs/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tensorflow","download_url":"https://codeload.github.com/tensorflow/tfjs/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftfjs/sbom","scorecard":{"id":873979,"data":{"date":"2025-08-11","repo":{"name":"github.com/tensorflow/tfjs","commit":"0fc04d958ea592f3b8db79a8b3b497b5c8904097"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.7,"checks":[{"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":"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":"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":"Code-Review","score":9,"reason":"Found 29/30 approved changesets -- score normalized to 9","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":"Token-Permissions","score":10,"reason":"GitHub workflow tokens follow principle of least privilege","details":["Info: topLevel 'contents' permission set to 'read': .github/workflows/deploy-benchmark-preview.yml:9","Info: topLevel 'contents' permission set to 'read': .github/workflows/deploy-benchmark-prod.yml:11","Info: topLevel 'contents' permission set to 'read': .github/workflows/stale.yaml:26","Info: topLevel 'contents' permission set to 'read': .github/workflows/tfjs-ci.yml:11","Info: topLevel 'contents' permission set to 'read': .github/workflows/tfjs-nightly-release-and-publish-test.yml:9","Info: topLevel 'contents' permission set to 'read': .github/workflows/tfjs-release-branch-publish-test.yml:10","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":"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":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"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":"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":"Binary-Artifacts","score":9,"reason":"binaries present in source code","details":["Warn: binary detected: tfjs-react-native/integration_rn59/android/gradle/wrapper/gradle-wrapper.jar:1"],"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 29 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":"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/deploy-benchmark-preview.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/deploy-benchmark-preview.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/deploy-benchmark-preview.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/deploy-benchmark-preview.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy-benchmark-prod.yml:19: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/deploy-benchmark-prod.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/deploy-benchmark-prod.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/deploy-benchmark-prod.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/stale.yaml:33: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/stale.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/tfjs-ci.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tfjs-ci.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tfjs-ci.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/tfjs-ci.yml:38: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tfjs-ci.yml:46: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tfjs-ci.yml:48: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tfjs-nightly-release-and-publish-test.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-nightly-release-and-publish-test.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/tfjs-nightly-release-and-publish-test.yml:19: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-nightly-release-and-publish-test.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tfjs-nightly-release-and-publish-test.yml:26: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-nightly-release-and-publish-test.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tfjs-release-branch-publish-test.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-release-branch-publish-test.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/tfjs-release-branch-publish-test.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-release-branch-publish-test.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tfjs-release-branch-publish-test.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/tensorflow/tfjs/tfjs-release-branch-publish-test.yml/master?enable=pin","Warn: containerImage not pinned by hash: dockers/release-docker/Dockerfile:1: pin your Docker image by updating node:18.13.0-bullseye-slim to node:18.13.0-bullseye-slim@sha256:bc946484118735406562f17c57ddf5fded436e175b6a51f827aa6540ba1e13de","Warn: containerImage not pinned by hash: dockers/wasm-docker/Dockerfile:2: pin your Docker image by updating emscripten/emsdk:2.0.14 to emscripten/emsdk:2.0.14@sha256:d409c163cc3761baaadc8371af47f8a1465c9d4215a6a75ad15ac6c5dd05022f","Warn: pipCommand not pinned by hash: dockers/release-docker/Dockerfile:8-38","Warn: pipCommand not pinned by hash: dockers/release-docker/Dockerfile:45","Warn: pipCommand not pinned by hash: dockers/release-docker/Dockerfile:48","Warn: npmCommand not pinned by hash: dockers/wasm-docker/Dockerfile:5","Warn: pipCommand not pinned by hash: dockers/wasm-docker/Dockerfile:16","Warn: npmCommand not pinned by hash: e2e/scripts/release-e2e.sh:76","Warn: pipCommand not pinned by hash: e2e/scripts/setup-py-env.sh:50","Warn: pipCommand not pinned by hash: e2e/scripts/setup-py-env.sh:52","Warn: pipCommand not pinned by hash: e2e/scripts/setup-py-env.sh:56","Warn: pipCommand not pinned by hash: tfjs-converter/python/build-pip-package.sh:128","Warn: pipCommand not pinned by hash: tfjs-converter/python/build-pip-package.sh:190","Warn: pipCommand not pinned by hash: tfjs-converter/python/build-pip-package.sh:251","Warn: pipCommand not pinned by hash: tfjs-converter/python/run-python-tests.sh:31","Warn: pipCommand not pinned by hash: tfjs-converter/python/run-python-tests.sh:54","Warn: pipCommand not pinned by hash: tfjs-inference/scripts/run_python.sh:20","Warn: pipCommand not pinned by hash: tfjs-inference/scripts/run_python.sh:28","Warn: npmCommand not pinned by hash: .github/workflows/tfjs-ci.yml:32","Warn: npmCommand not pinned by hash: .github/workflows/tfjs-ci.yml:53","Warn: npmCommand not pinned by hash: .github/workflows/tfjs-nightly-release-and-publish-test.yml:33","Warn: npmCommand not pinned by hash: .github/workflows/tfjs-release-branch-publish-test.yml:34","Info:   0 out of  11 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   6 third-party GitHubAction dependencies pinned","Info:   0 out of   2 containerImage dependencies pinned","Info:   0 out of  14 pipCommand dependencies pinned","Info:   0 out of   6 npmCommand 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":"Vulnerabilities","score":0,"reason":"561 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-7v5v-9h63-cj86","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-pxg6-pf52-xh8x","Warn: Project is vulnerable to: GHSA-36jr-mh4h-2g58","Warn: Project is vulnerable to: GHSA-r7qp-cfhv-p84w","Warn: Project is vulnerable to: GHSA-q9mw-68c2-j6m5","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-hhhv-q57g-882q","Warn: Project is vulnerable to: GHSA-8cf7-32gw-wr33","Warn: Project is vulnerable to: GHSA-hjrf-2m68-5959","Warn: Project is vulnerable to: GHSA-qwph-4952-7xr6","Warn: Project is vulnerable to: GHSA-h755-8qp9-cq85","Warn: Project is vulnerable to: GHSA-c2qf-rxjj-qqgw","Warn: Project is vulnerable to: GHSA-25hc-qcg6-38wj","Warn: Project is vulnerable to: GHSA-cqmj-92xf-r6r9","Warn: Project is vulnerable to: GHSA-mxhp-79qh-mcx6","Warn: Project is vulnerable to: GHSA-52f5-9888-hmc6","Warn: Project is vulnerable to: GHSA-4vq7-882g-wcg4","Warn: Project is vulnerable to: GHSA-w5m3-xh75-mp55","Warn: Project is vulnerable to: GHSA-mp7w-mhcv-673j","Warn: Project is vulnerable to: GHSA-rcw3-wmx7-cphr","Warn: Project is vulnerable to: GHSA-963h-3v39-3pqf","Warn: Project is vulnerable to: GHSA-j8xg-fqg3-53r7","Warn: Project is vulnerable to: GHSA-3h5v-q93c-6h6q","Warn: Project is vulnerable to: GHSA-3xgq-45jj-v275","Warn: Project is vulnerable to: GHSA-mwcw-c2x4-8c55","Warn: Project is vulnerable to: GHSA-gcx4-mw62-g8wm","Warn: Project is vulnerable to: GHSA-76p7-773f-r4q5","Warn: Project is vulnerable to: GHSA-f5x3-32g6-xq36","Warn: Project is vulnerable to: GHSA-4wf5-vphf-c2xc","Warn: Project is vulnerable to: GHSA-4vvj-4cpr-p986","Warn: Project is vulnerable to: GHSA-c4w7-xm78-47vh","Warn: Project is vulnerable to: GHSA-23hm-7w47-xw72","Warn: Project is vulnerable to: GHSA-2475-53vw-vp25","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: PYSEC-2021-266 / GHSA-27j5-4p9v-pp67","Warn: Project is vulnerable to: PYSEC-2021-313 / GHSA-27qf-jwm8-g7f3","Warn: Project is vulnerable to: GHSA-27rc-728f-x5w2","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-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-2021-249 / GHSA-2xgj-xhgf-ggjv","Warn: Project is vulnerable to: GHSA-34f9-hjfq-rr8j","Warn: Project is vulnerable to: GHSA-368v-7v32-52fx","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: GHSA-37jf-mjv6-xfqw","Warn: Project is vulnerable to: PYSEC-2021-170 / GHSA-393f-2jr3-cp69","Warn: Project is vulnerable to: GHSA-397c-5g2j-qxpv","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: GHSA-49rq-hwc3-x77w","Warn: Project is vulnerable to: PYSEC-2021-398 / GHSA-49rx-x2rw-pc6f","Warn: Project is vulnerable to: PYSEC-2021-304 / 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-4pc4-m9mj-v2r9","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-4w68-4x85-mjj9","Warn: Project is vulnerable to: PYSEC-2021-278 / GHSA-4xfp-4pfp-89wg","Warn: Project is vulnerable to: PYSEC-2021-207 / 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-2021-400 / GHSA-57wx-m983-2f88","Warn: Project is vulnerable to: GHSA-5889-7v45-q28m","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-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: 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: 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-2021-165 / 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: PYSEC-2021-271 / GHSA-6gv8-p3vj-pxvr","Warn: Project is vulnerable to: GHSA-6hg6-5c2q-7rcr","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: 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-2021-201 / GHSA-75f6-78jr-4656","Warn: Project is vulnerable to: GHSA-762h-vpvw-3rcx","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: GHSA-79h2-q768-fpxr","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: PYSEC-2021-296 / 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-2021-396 / 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-7x4v-9gxg-9hwj","Warn: Project is vulnerable to: PYSEC-2021-303 / GHSA-7xwj-5r4v-429p","Warn: Project is vulnerable to: GHSA-828c-5j5q-vrjq","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: GHSA-84jm-4cf3-9jfm","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: GHSA-8fvv-46hw-vpg3","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-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: PYSEC-2021-262 / GHSA-95xm-g58g-3p88","Warn: Project is vulnerable to: PYSEC-2021-292 / GHSA-9697-98pf-4rw7","Warn: Project is vulnerable to: PYSEC-2020-258 / GHSA-977j-xj7q-2jr9","Warn: Project is vulnerable to: GHSA-97p7-w86h-vcf9","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-9942-r22v-78cp","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: PYSEC-2021-297 / 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-2021-410 / GHSA-9crf-c6qr-r273","Warn: Project is vulnerable to: GHSA-9fpg-838v-wpv7","Warn: Project is vulnerable to: GHSA-9gwq-6cwj-47h3","Warn: Project is vulnerable to: GHSA-9j4v-pp28-mxv7","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: GHSA-9v8w-xmr4-wgxp","Warn: Project is vulnerable to: PYSEC-2021-210 / GHSA-9vpm-rcf4-9wqw","Warn: Project is vulnerable to: GHSA-9vqj-64pv-w55c","Warn: Project is vulnerable to: PYSEC-2021-267 / 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: PYSEC-2021-259 / GHSA-c9qf-r67m-p7cg","Warn: Project is vulnerable to: PYSEC-2021-302 / GHSA-cfpj-3q4c-jhvr","Warn: Project is vulnerable to: PYSEC-2021-230 / GHSA-cfx7-2xpc-8w4h","Warn: Project is vulnerable to: GHSA-cg88-rpvp-cjv5","Warn: Project is vulnerable to: PYSEC-2021-257 / GHSA-cgfm-62j4-v4rf","Warn: Project is vulnerable to: PYSEC-2021-264 / 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: GHSA-cqvq-fvhr-v6hc","Warn: Project is vulnerable to: PYSEC-2021-240 / GHSA-crch-j389-5f84","Warn: Project is vulnerable to: GHSA-cv2p-32v3-vhwq","Warn: Project is vulnerable to: PYSEC-2020-134 / GHSA-cvpc-8phh-8f45","Warn: Project is vulnerable to: GHSA-cwpm-f78v-7m5c","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: 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-2021-415 / GHSA-f54p-f6jp-4rhr","Warn: Project is vulnerable to: PYSEC-2021-284 / GHSA-f5cx-5wr3-5qrc","Warn: Project is vulnerable to: GHSA-f637-vh3r-vfh2","Warn: Project is vulnerable to: PYSEC-2021-187 / 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: PYSEC-2021-265 / 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: 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: GHSA-fqm2-gh8w-gr68","Warn: Project is vulnerable to: GHSA-fqxc-pvf8-2w9v","Warn: Project is vulnerable to: PYSEC-2021-404 / 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: GHSA-fx5c-h9f6-rv7c","Warn: Project is vulnerable to: GHSA-fxgc-95xx-grvq","Warn: Project is vulnerable to: PYSEC-2021-193 / GHSA-fxqh-cfjm-fp93","Warn: Project is vulnerable to: PYSEC-2021-285 / 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-2021-176 / GHSA-g4h2-gqm3-c9wq","Warn: Project is vulnerable to: PYSEC-2020-128 / GHSA-g7p5-5759-qv46","Warn: Project is vulnerable to: PYSEC-2021-301 / 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: GHSA-gcvh-66ff-4mwm","Warn: Project is vulnerable to: GHSA-gf2j-f278-xh4v","Warn: Project is vulnerable to: PYSEC-2021-283 / GHSA-gf88-j2mg-cc82","Warn: Project is vulnerable to: GHSA-gf97-q72m-7579","Warn: Project is vulnerable to: PYSEC-2021-261 / GHSA-gh6x-4whr-2qv4","Warn: Project is vulnerable to: PYSEC-2021-393 / GHSA-gh8h-7j2j-qv4f","Warn: Project is vulnerable to: GHSA-gjh7-xx4r-x345","Warn: Project is vulnerable to: GHSA-gjqc-q9g6-q2j3","Warn: Project is vulnerable to: GHSA-gq2j-cr96-gvqx","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: 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-2021-243 / 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-2021-405 / 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: GHSA-h6q3-vv32-2cq5","Warn: Project is vulnerable to: GHSA-h7ff-cfc9-wmmh","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-hq7g-wwwp-q46h","Warn: Project is vulnerable to: GHSA-hrg5-737c-2p56","Warn: Project is vulnerable to: PYSEC-2021-260 / GHSA-hwr7-8gxx-fj5p","Warn: Project is vulnerable to: GHSA-hx9q-2mx4-m4pg","Warn: Project is vulnerable to: GHSA-j3mj-fhpq-qqjj","Warn: Project is vulnerable to: GHSA-j43h-pgmg-5hjq","Warn: Project is vulnerable to: PYSEC-2021-169 / GHSA-j47f-4232-hvv8","Warn: Project is vulnerable to: GHSA-j5w9-hmfh-4cr6","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: GHSA-jjm6-4vf7-cjh4","Warn: Project is vulnerable to: PYSEC-2021-229 / 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-2021-402 / 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-m6cv-4fmf-66xf","Warn: Project is vulnerable to: GHSA-m6vp-8q9j-whx4","Warn: Project is vulnerable to: PYSEC-2021-274 / 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-2021-254 / 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: GHSA-mv77-9g28-cwg3","Warn: Project is vulnerable to: PYSEC-2021-222 / 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-2020-131 / GHSA-mxjj-953w-2c2v","Warn: Project is vulnerable to: GHSA-p2xf-8hgm-hpw5","Warn: Project is vulnerable to: PYSEC-2021-185 / 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: 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: GHSA-pqhm-4wvf-2jg8","Warn: Project is vulnerable to: GHSA-pqrv-8r2f-7278","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: GHSA-pxrw-j2fv-hx3h","Warn: Project is vulnerable to: PYSEC-2020-257 / GHSA-q263-fvxm-m5mw","Warn: Project is vulnerable to: GHSA-q2c3-jpmc-gfjx","Warn: Project is vulnerable to: PYSEC-2021-281 / GHSA-q3g3-h9r4-prrc","Warn: Project is vulnerable to: PYSEC-2020-130 / 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: 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: GHSA-qhw4-wwr7-gjc5","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-qjqc-vqcf-5qvj","Warn: Project is vulnerable to: PYSEC-2021-293 / 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: GHSA-qxpx-j395-pw36","Warn: Project is vulnerable to: GHSA-r26c-679w-mrjm","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: PYSEC-2021-300 / GHSA-r6jx-9g48-2r5r","Warn: Project is vulnerable to: PYSEC-2021-202 / 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-2021-239 / 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-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-2020-138 / 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: GHSA-v5xg-3q2c-c2r4","Warn: Project is vulnerable to: GHSA-v6h3-348g-6h5x","Warn: Project is vulnerable to: PYSEC-2021-214 / GHSA-v6r6-84gr-92rm","Warn: Project is vulnerable to: PYSEC-2021-298 / GHSA-v768-w7m9-2vmm","Warn: Project is vulnerable to: GHSA-v7vw-577f-vp8x","Warn: Project is vulnerable to: PYSEC-2021-287 / GHSA-v82p-hv3v-p6qp","Warn: Project is vulnerable to: PYSEC-2021-310 / 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-vgvh-2pf4-jr2x","Warn: Project is vulnerable to: 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-2021-218 / 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-vxv8-r8q2-63xw","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-w62h-8xjm-fv49","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: PYSEC-2021-270 / 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: GHSA-wr9v-g9vf-c74v","Warn: Project is vulnerable to: PYSEC-2021-256 / GHSA-wvjw-p9f5-vq28","Warn: Project is vulnerable to: GHSA-wxjj-cgcx-r3vq","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: GHSA-x989-q2pq-4q5x","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: GHSA-xf83-q765-xm6m","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: GHSA-xrp2-fhq4-4q3w","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: GHSA-xvwp-h6jv-7472","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: GHSA-xxcj-rhqg-m46g","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-2020-135","Warn: Project is vulnerable to: PYSEC-2020-136","Warn: Project is vulnerable to: PYSEC-2020-137","Warn: Project is vulnerable to: PYSEC-2020-141","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","Warn: Project is vulnerable to: PYSEC-2021-314","Warn: Project is vulnerable to: GHSA-968p-4wvh-cqc8","Warn: Project is vulnerable to: GHSA-67hx-6x53-jw92","Warn: Project is vulnerable to: GHSA-x9w5-v3q2-3rhw","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-h7cp-r72f-jxh6","Warn: Project is vulnerable to: GHSA-v62p-rq8g-8h59","Warn: Project is vulnerable to: GHSA-p8p7-x288-28g6","Warn: Project is vulnerable to: GHSA-72xf-g2v4-qvf3","Warn: Project is vulnerable to: GHSA-896r-f27r-55mw","Warn: Project is vulnerable to: GHSA-xq7p-g2vc-g82p","Warn: Project is vulnerable to: GHSA-9c47-m6qq-7p4h","Warn: Project is vulnerable to: GHSA-952p-6rrq-rcjv","Warn: Project is vulnerable to: GHSA-7hpj-7hhx-2fgx","Warn: Project is vulnerable to: GHSA-f8q6-p94x-37v3","Warn: Project is vulnerable to: GHSA-hrpp-h998-j3pp","Warn: Project is vulnerable to: GHSA-hxcc-f52p-wc94","Warn: Project is vulnerable to: GHSA-7fh5-64p2-3v2j","Warn: Project is vulnerable to: GHSA-rv95-896h-c2vc","Warn: Project is vulnerable to: GHSA-qw6h-vgh9-j6wx","Warn: Project is vulnerable to: GHSA-c7qv-q95q-8v27","Warn: Project is vulnerable to: GHSA-4www-5p9h-95mh","Warn: Project is vulnerable to: GHSA-9gqv-wp59-fq42","Warn: Project is vulnerable to: GHSA-78xj-cgh5-2h22","Warn: Project is vulnerable to: GHSA-2p57-rm9w-gvfp","Warn: Project is vulnerable to: GHSA-76c9-3jph-rj3q","Warn: Project is vulnerable to: GHSA-9wv6-86v2-598j","Warn: Project is vulnerable to: GHSA-rhx6-c78j-4q9w","Warn: Project is vulnerable to: GHSA-m6fv-jmcg-4jfg","Warn: Project is vulnerable to: GHSA-cm22-4g7w-348p","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-gxpj-cx7g-858c","Warn: Project is vulnerable to: GHSA-w7rc-rwvf-8q5r","Warn: Project is vulnerable to: GHSA-r683-j2x4-v87g","Warn: Project is vulnerable to: PYSEC-2025-49 / GHSA-5rjg-fvgr-3xxf","Warn: Project is vulnerable to: GHSA-cx63-2mw6-8hw5","Warn: Project is vulnerable to: PYSEC-2024-230 / GHSA-248v-346w-9cwc","Warn: Project is vulnerable to: PYSEC-2023-135 / GHSA-xqr8-7jwr-rhp7","Warn: Project is vulnerable to: GHSA-496j-2rq6-j6cc","Warn: Project is vulnerable to: GHSA-6628-q6j9-w8vg","Warn: Project is vulnerable to: PYSEC-2024-60 / GHSA-jjg7-2v4v-x38h","Warn: Project is vulnerable to: GHSA-48g7-3x6r-xfhp","Warn: Project is vulnerable to: GHSA-c9rc-mg46-23w3","Warn: Project is vulnerable to: GHSA-cjgq-5qmw-rcj6","Warn: Project is vulnerable to: GHSA-8qvm-5x2c-j2w7","Warn: Project is vulnerable to: PYSEC-2023-117 / GHSA-mrwq-x4v8-fh7p","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-9wx4-h78v-vm56","Warn: Project is vulnerable to: PYSEC-2023-74 / GHSA-j8r2-6x86-q33q","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: GHSA-34jh-p97f-mpxf","Warn: Project is vulnerable to: PYSEC-2023-212 / GHSA-g4mx-q9vg-27p4","Warn: Project is vulnerable to: GHSA-pq67-6m6q-mj2v","Warn: Project is vulnerable to: PYSEC-2023-192 / GHSA-v845-jxx5-vc9f","Warn: Project is vulnerable to: GHSA-2g68-c3qc-8985","Warn: Project is vulnerable to: GHSA-f9vj-2wh5-fj8j","Warn: Project is vulnerable to: PYSEC-2023-221 / GHSA-hrfv-mqp8-q5rw","Warn: Project is vulnerable to: PYSEC-2023-57 / GHSA-px8h-6qxv-m22q","Warn: Project is vulnerable to: GHSA-q34m-jh98-gwm2","Warn: Project is vulnerable to: PYSEC-2023-58 / GHSA-xg9f-g7g7-2323","Warn: Project is vulnerable to: GHSA-jfmj-5v4g-7637","Warn: Project is vulnerable to: GHSA-22r3-9w55-cj54","Warn: Project is vulnerable to: GHSA-pq67-2wwv-3xjx","Warn: Project is vulnerable to: GHSA-8cj5-5rvv-wf4v","Warn: Project is vulnerable to: GHSA-93q8-gq69-wqmw","Warn: Project is vulnerable to: GHSA-cwfw-4gq5-mrqx","Warn: Project is vulnerable to: GHSA-g95f-p29q-9xw4","Warn: Project is vulnerable to: GHSA-phwq-j96m-2c2q","Warn: Project is vulnerable to: GHSA-ghr5-ch3p-vcr6","Warn: Project is vulnerable to: GHSA-8r6j-v8pm-fqw3","Warn: Project is vulnerable to: MAL-2023-462","Warn: Project is vulnerable to: GHSA-pc5p-h8pf-mvwp","Warn: Project is vulnerable to: GHSA-w7q9-p3jq-fmhm","Warn: Project is vulnerable to: GHSA-xvf7-4v9q-58w6","Warn: Project is vulnerable to: GHSA-4xcv-9jjx-gfj3","Warn: Project is vulnerable to: GHSA-7wpw-2hjm-89gp","Warn: Project is vulnerable to: GHSA-vh95-rmgr-6w4m","Warn: Project is vulnerable to: GHSA-xvch-5gv4-984h","Warn: Project is vulnerable to: GHSA-5fw9-fq32-wv5p","Warn: Project is vulnerable to: GHSA-rp65-9cf3-cjxr","Warn: Project is vulnerable to: GHSA-rxrc-rgv4-jpvx","Warn: Project is vulnerable to: GHSA-7f53-fmmv-mfjv","Warn: Project is vulnerable to: GHSA-g4rg-993r-mgx7","Warn: Project is vulnerable to: GHSA-jgrx-mgxx-jf9v","Warn: Project is vulnerable to: GHSA-p9pc-299p-vxgp","Warn: Project is vulnerable to: GHSA-pfrx-2q88-qq97","Warn: Project is vulnerable to: GHSA-fwr7-v2mv-hh25","Warn: Project is vulnerable to: GHSA-crh6-fp67-6883","Warn: Project is vulnerable to: GHSA-p3vf-v8qc-cwcr","Warn: Project is vulnerable to: GHSA-gx9m-whjm-85jf","Warn: Project is vulnerable to: GHSA-mmhx-hmjr-r674","Warn: Project is vulnerable to: GHSA-vhxf-7vqr-mrjg","Warn: Project is vulnerable to: GHSA-4gmj-3p3h-gm8h","Warn: Project is vulnerable to: GHSA-74fj-2j2h-c42q","Warn: Project is vulnerable to: GHSA-pw2r-vq6v-hr8c","Warn: Project is vulnerable to: GHSA-x3m3-4wpv-5vgc"],"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":"2025-08-24T05:14:45.914Z","repository_id":37271201,"created_at":"2025-08-24T05:14:45.914Z","updated_at":"2025-08-24T05:14:45.914Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":274231483,"owners_count":25245601,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-08T02:00:09.813Z","response_time":121,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["deep-learning","deep-neural-network","gpu-acceleration","javascript","machine-learning","neural-network","typescript","wasm","web-assembly","webgl"],"created_at":"2024-07-31T05:01:51.508Z","updated_at":"2025-09-09T19:53:38.864Z","avatar_url":"https://github.com/tensorflow.png","language":"TypeScript","readme":"# TensorFlow.js\n\nTensorFlow.js is an open-source hardware-accelerated JavaScript library for\ntraining and deploying machine learning models.\n\n\n**Develop ML in the Browser** \u003cbr/\u003e\nUse flexible and intuitive APIs to build models from scratch using the low-level\nJavaScript linear algebra library or the high-level layers API.\n\n**Develop ML in Node.js** \u003cbr/\u003e\nExecute native TensorFlow with the same TensorFlow.js API under the Node.js\nruntime.\n\n**Run Existing models** \u003cbr/\u003e\nUse TensorFlow.js model converters to run pre-existing TensorFlow models right\nin the browser.\n\n**Retrain Existing models** \u003cbr/\u003e\nRetrain pre-existing ML models using sensor data connected to the browser or\nother client-side data.\n\n## About this repo\n\nThis repository contains the logic and scripts that combine\nseveral packages.\n\nAPIs:\n- [TensorFlow.js Core](/tfjs-core),\n  a flexible low-level API for neural networks and numerical computation.\n- [TensorFlow.js Layers](/tfjs-layers),\n  a high-level API which implements functionality similar to\n  [Keras](https://keras.io/).\n- [TensorFlow.js Data](/tfjs-data),\n  a simple API to load and prepare data analogous to\n  [tf.data](https://www.tensorflow.org/guide/datasets).\n- [TensorFlow.js Converter](/tfjs-converter),\n  tools to import a TensorFlow SavedModel to TensorFlow.js\n- [TensorFlow.js Vis](/tfjs-vis),\n  in-browser visualization for TensorFlow.js models\n- [TensorFlow.js AutoML](/tfjs-automl),\n  Set of APIs to load and run models produced by\n  [AutoML Edge](https://cloud.google.com/vision/automl/docs/edge-quickstart).\n\n\nBackends/Platforms:\n- [TensorFlow.js CPU Backend](/tfjs-backend-cpu), pure-JS backend for Node.js and the browser.\n- [TensorFlow.js WebGL Backend](/tfjs-backend-webgl), WebGL backend for the browser.\n- [TensorFlow.js WASM Backend](/tfjs-backend-wasm), WebAssembly backend for the browser.\n- [TensorFlow.js WebGPU](/tfjs-backend-webgpu), WebGPU backend for the browser.\n- [TensorFlow.js Node](/tfjs-node), Node.js platform via TensorFlow C++ adapter.\n- [TensorFlow.js React Native](/tfjs-react-native), React Native platform via expo-gl adapter.\n\nIf you care about bundle size, you can import those packages individually.\n\nIf you are looking for Node.js support, check out the [TensorFlow.js Node directory](/tfjs-node).\n\n## Examples\n\nCheck out our\n[examples repository](https://github.com/tensorflow/tfjs-examples)\nand our [tutorials](https://js.tensorflow.org/tutorials/).\n\n## Gallery\n\nBe sure to check out [the gallery](GALLERY.md) of all projects related to TensorFlow.js.\n\n## Pre-trained models\n\nBe sure to also check out our [models repository](https://github.com/tensorflow/tfjs-models) where we host pre-trained models\non NPM.\n\n## Benchmarks\n\n* [Local benchmark tool](https://tfjs-benchmarks.web.app/). Use this webpage tool to collect the performance related metrics (speed, memory, etc) of TensorFlow.js models and kernels **on your local device** with CPU, WebGL or WASM backends. You can benchmark custom models by following this [guide](https://github.com/tensorflow/tfjs/blob/master/e2e/benchmarks/local-benchmark/README.md).\n* [Multi-device benchmark tool](https://github.com/tensorflow/tfjs/tree/master/e2e/benchmarks/browserstack-benchmark/README.md). Use this tool to collect the same performance related metrics **on a collection of remote devices**.\n\n## Getting started\n\nThere are two main ways to get TensorFlow.js in your JavaScript project:\nvia \u003ca href=\"https://developer.mozilla.org/en-US/docs/Learn/HTML/Howto/Use_JavaScript_within_a_webpage\" target=\"_blank\"\u003escript tags\u003c/a\u003e \u003cstrong\u003eor\u003c/strong\u003e by installing it from \u003ca href=\"https://www.npmjs.com/\" target=\"_blank\"\u003eNPM\u003c/a\u003e\nand using a build tool like \u003ca href=\"https://parceljs.org/\" target=\"_blank\"\u003eParcel\u003c/a\u003e,\n\u003ca href=\"https://webpack.js.org/\" target=\"_blank\"\u003eWebPack\u003c/a\u003e, or \u003ca href=\"https://rollupjs.org/guide/en\" target=\"_blank\"\u003eRollup\u003c/a\u003e.\n\n### via Script Tag\n\nAdd the following code to an HTML file:\n\n```html\n\u003chtml\u003e\n  \u003chead\u003e\n    \u003c!-- Load TensorFlow.js --\u003e\n    \u003cscript src=\"https://cdn.jsdelivr.net/npm/@tensorflow/tfjs/dist/tf.min.js\"\u003e \u003c/script\u003e\n\n\n    \u003c!-- Place your code in the script tag below. You can also use an external .js file --\u003e\n    \u003cscript\u003e\n      // Notice there is no 'import' statement. 'tf' is available on the index-page\n      // because of the script tag above.\n\n      // Define a model for linear regression.\n      const model = tf.sequential();\n      model.add(tf.layers.dense({units: 1, inputShape: [1]}));\n\n      // Prepare the model for training: Specify the loss and the optimizer.\n      model.compile({loss: 'meanSquaredError', optimizer: 'sgd'});\n\n      // Generate some synthetic data for training.\n      const xs = tf.tensor2d([1, 2, 3, 4], [4, 1]);\n      const ys = tf.tensor2d([1, 3, 5, 7], [4, 1]);\n\n      // Train the model using the data.\n      model.fit(xs, ys).then(() =\u003e {\n        // Use the model to do inference on a data point the model hasn't seen before:\n        // Open the browser devtools to see the output\n        model.predict(tf.tensor2d([5], [1, 1])).print();\n      });\n    \u003c/script\u003e\n  \u003c/head\u003e\n\n  \u003cbody\u003e\n  \u003c/body\u003e\n\u003c/html\u003e\n```\n\nOpen up that HTML file in your browser, and the code should run!\n\n### via NPM\n\nAdd TensorFlow.js to your project using \u003ca href=\"https://yarnpkg.com/en/\" target=\"_blank\"\u003eyarn\u003c/a\u003e \u003cem\u003eor\u003c/em\u003e \u003ca href=\"https://docs.npmjs.com/cli/npm\" target=\"_blank\"\u003enpm\u003c/a\u003e. \u003cb\u003eNote:\u003c/b\u003e Because\nwe use ES2017 syntax (such as `import`), this workflow assumes you are using a modern browser or a bundler/transpiler\nto convert your code to something older browsers understand. See our\n\u003ca href='https://github.com/tensorflow/tfjs-examples' target=\"_blank\"\u003eexamples\u003c/a\u003e\nto see how we use \u003ca href=\"https://parceljs.org/\" target=\"_blank\"\u003eParcel\u003c/a\u003e to build\nour code. However, you are free to use any build tool that you prefer.\n\n\n\n```js\nimport * as tf from '@tensorflow/tfjs';\n\n// Define a model for linear regression.\nconst model = tf.sequential();\nmodel.add(tf.layers.dense({units: 1, inputShape: [1]}));\n\n// Prepare the model for training: Specify the loss and the optimizer.\nmodel.compile({loss: 'meanSquaredError', optimizer: 'sgd'});\n\n// Generate some synthetic data for training.\nconst xs = tf.tensor2d([1, 2, 3, 4], [4, 1]);\nconst ys = tf.tensor2d([1, 3, 5, 7], [4, 1]);\n\n// Train the model using the data.\nmodel.fit(xs, ys).then(() =\u003e {\n  // Use the model to do inference on a data point the model hasn't seen before:\n  model.predict(tf.tensor2d([5], [1, 1])).print();\n});\n```\n\nSee our \u003ca href=\"https://js.tensorflow.org/tutorials/\" target=\"_blank\"\u003etutorials\u003c/a\u003e, \u003ca href=\"https://github.com/tensorflow/tfjs-examples\" target=\"_blank\"\u003eexamples\u003c/a\u003e\nand \u003ca href=\"https://js.tensorflow.org/api/latest/\"\u003edocumentation\u003c/a\u003e for more details.\n\n## Importing pre-trained models\n\nWe support porting pre-trained models from:\n- [TensorFlow SavedModel](https://www.tensorflow.org/js/tutorials/conversion/import_saved_model)\n- [Keras](https://js.tensorflow.org/tutorials/import-keras.html)\n\n## Various ops supported in different backends\n\nPlease refer below :\n- [TFJS Ops Matrix](https://docs.google.com/spreadsheets/d/1D25XtWaBrmUEErbGQB0QmNhH-xtwHo9LDl59w0TbxrI/edit#gid=0)\n\n## Find out more\n\n[TensorFlow.js](https://js.tensorflow.org) is a part of the\n[TensorFlow](https://www.tensorflow.org) ecosystem. For more info:\n- For help from the community, use the `tfjs` tag on the [TensorFlow Forum](https://discuss.tensorflow.org/tag/tfjs).\n- [TensorFlow.js Website](https://js.tensorflow.org)\n- [Tutorials](https://js.tensorflow.org/tutorials)\n- [API reference](https://js.tensorflow.org/api/latest/)\n- [TensorFlow.js Blog](https://blog.tensorflow.org/search?label=TensorFlow.js)\n\nThanks, \u003ca href=\"https://www.browserstack.com/\"\u003eBrowserStack\u003c/a\u003e, for providing testing support.\n","funding_links":[],"categories":["TypeScript","Resources","AI, ML, DL","Repository","6. 其他","JavaScript","Deep Learning Framework","其他_机器学习与深度学习","Uncategorized","🔨 Tools","Libraries","webgl","Machine Learning","Open Source Projects","JavaScript packages for machine learning"],"sub_categories":["ML / AI Platforms","Machine learning \u0026 Neural networks","6.1 AI","High-Level DL APIs","Uncategorized","Libraries","React Components","1. DL Framework on Mobile","Neural networks","Machine Learning"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Ftfjs","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftensorflow%2Ftfjs","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Ftfjs/lists"}