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policy file detected","details":["Info: security policy file detected: SECURITY.md:1","Info: Found linked content: SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: SECURITY.md:1","Info: Found text in security policy: SECURITY.md:1"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Code-Review","score":10,"reason":"all changesets reviewed","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Maintained","score":10,"reason":"30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/checks.yml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/codespell.yml:15","Warn: no topLevel permission defined: .github/workflows/component_docker_build.yml:1","Warn: no topLevel permission defined: .github/workflows/contributors.yaml:1","Warn: no topLevel permission defined: .github/workflows/create_release.yml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/dependency-review.yml:4","Warn: no topLevel permission defined: .github/workflows/flytectl-install.yml:1","Warn: no topLevel permission defined: .github/workflows/flytectl-release.yml:1","Warn: no topLevel permission defined: .github/workflows/flyteidl-buf-publish.yml:1","Warn: no topLevel permission defined: .github/workflows/flyteidl-checks.yml:1","Warn: no topLevel permission defined: .github/workflows/flyteidl-release.yml:1","Warn: no topLevel permission defined: .github/workflows/generate_flyte_manifest.yml:1","Warn: no topLevel permission defined: .github/workflows/go_generate.yml:1","Warn: no topLevel permission defined: .github/workflows/helm-charts.yaml:1","Warn: no topLevel permission defined: .github/workflows/integration.yml:1","Warn: no topLevel permission defined: .github/workflows/lint.yml:1","Warn: no topLevel permission defined: .github/workflows/publish-images.yml:1","Warn: no topLevel permission defined: .github/workflows/publish.yml:1","Warn: no topLevel permission defined: .github/workflows/sandbox.yml:1","Warn: no topLevel permission defined: .github/workflows/selfassign.yml:1","Warn: no topLevel permission defined: .github/workflows/single-binary.yml:1","Warn: no topLevel permission defined: .github/workflows/stale.yml:1","Warn: no topLevel permission defined: .github/workflows/tests.yml:1","Warn: no topLevel permission defined: .github/workflows/unit-tests.yml:1","Warn: no topLevel permission defined: .github/workflows/update_site.yml:1","Warn: no topLevel permission defined: .github/workflows/upgrade_automation.yml:1","Warn: no topLevel permission defined: .github/workflows/validate-helm-charts.yaml:1","Info: no jobLevel write permissions found"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"CII-Best-Practices","score":5,"reason":"badge detected: Passing","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":"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 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https://api.github.com/repos/flyteorg/flyte/releases/213817068","Warn: release artifact flytectl/v0.9.5 not signed: https://api.github.com/repos/flyteorg/flyte/releases/210830394","Warn: release artifact v1.16.0-b4 does not have provenance: https://api.github.com/repos/flyteorg/flyte/releases/236423114","Warn: release artifact v1.16.0-b3 does not have provenance: https://api.github.com/repos/flyteorg/flyte/releases/235918132","Warn: release artifact v1.16.0-b2 does not have provenance: https://api.github.com/repos/flyteorg/flyte/releases/223512134","Warn: release artifact v1.15.3 does not have provenance: https://api.github.com/repos/flyteorg/flyte/releases/213817068","Warn: release artifact flytectl/v0.9.5 does not have provenance: https://api.github.com/repos/flyteorg/flyte/releases/210830394"],"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/checks.yml:100"],"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 30 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/checks.yml:127: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/checks.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/checks.yml:129: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/checks.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/checks.yml:130: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/checks.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/checks.yml:137: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/checks.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/checks.yml:105: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/checks.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/checks.yml:108: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/checks.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/checks.yml:112: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/checks.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codespell.yml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/codespell.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/codespell.yml:26: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/codespell.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/component_docker_build.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/component_docker_build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/component_docker_build.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/component_docker_build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/contributors.yaml:11: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/contributors.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/contributors.yaml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/contributors.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/contributors.yaml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/contributors.yaml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/create_release.yml:98: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/create_release.yml:103: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/create_release.yml:118: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/create_release.yml:137: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/create_release.yml:142: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/create_release.yml:158: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/create_release.yml:170: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/create_release.yml:182: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/create_release.yml:14: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/create_release.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/create_release.yml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/create_release.yml:67: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/create_release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/dependency-review.yml:11: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/dependency-review.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/dependency-review.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/dependency-review.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flytectl-install.yml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flytectl-install.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flytectl-release.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flytectl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flytectl-release.yml:38: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flytectl-release.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/flytectl-release.yml:42: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flytectl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flytectl-release.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flytectl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flytectl-release.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flytectl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flyteidl-buf-publish.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flyteidl-buf-publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/flyteidl-buf-publish.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flyteidl-buf-publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/flyteidl-buf-publish.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flyteidl-buf-publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flyteidl-release.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flyteidl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flyteidl-release.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flyteidl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flyteidl-release.yml:36: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flyteidl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flyteidl-release.yml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flyteidl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flyteidl-release.yml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flyteidl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/flyteidl-release.yml:63: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/flyteidl-release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/generate_flyte_manifest.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/generate_flyte_manifest.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/generate_flyte_manifest.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/generate_flyte_manifest.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/generate_flyte_manifest.yml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/generate_flyte_manifest.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/go_generate.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/go_generate.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/go_generate.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/go_generate.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/go_generate.yml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/go_generate.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/go_generate.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/go_generate.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/helm-charts.yaml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/helm-charts.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/helm-charts.yaml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/helm-charts.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/helm-charts.yaml:30: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/helm-charts.yaml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/integration.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/integration.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/integration.yml:33: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/integration.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/integration.yml:37: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/integration.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/lint.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/lint.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/lint.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/lint.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish.yml:36: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish.yml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish.yml:42: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish.yml:45: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish.yml:52: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish.yml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/sandbox.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/sandbox.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/sandbox.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/sandbox.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/sandbox.yml:44: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/sandbox.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/sandbox.yml:47: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/sandbox.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/sandbox.yml:50: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/sandbox.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/sandbox.yml:56: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/sandbox.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:303: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:304: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:309: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:311: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:321: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:330: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:336: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:42: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:44: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:60: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:69: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:71: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:76: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:87: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:98: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:104: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:111: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:136: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:137: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:142: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:147: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:158: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:161: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:182: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:221: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:222: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:227: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:232: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:243: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/single-binary.yml:246: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/single-binary.yml:272: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/single-binary.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/stale.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/stale.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/stale.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/stale.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:31: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:32: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/unit-tests.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/unit-tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/unit-tests.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/unit-tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/unit-tests.yml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/unit-tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/update_site.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/update_site.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/upgrade_automation.yml:8: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/upgrade_automation.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/validate-helm-charts.yaml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/validate-helm-charts.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/validate-helm-charts.yaml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/validate-helm-charts.yaml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/validate-helm-charts.yaml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/validate-helm-charts.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/validate-helm-charts.yaml:32: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/validate-helm-charts.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/validate-helm-charts.yaml:36: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/validate-helm-charts.yaml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/validate-helm-charts.yaml:72: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/validate-helm-charts.yaml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/validate-helm-charts.yaml:79: update your workflow using https://app.stepsecurity.io/secureworkflow/flyteorg/flyte/validate-helm-charts.yaml/master?enable=pin","Warn: containerImage not pinned by hash: Dockerfile:2","Warn: containerImage not pinned by hash: Dockerfile:5","Warn: containerImage not pinned by hash: Dockerfile:29: pin your Docker image by updating debian:bookworm-slim to debian:bookworm-slim@sha256:b1a741487078b369e78119849663d7f1a5341ef2768798f7b7406c4240f86aef","Warn: containerImage not pinned by hash: Dockerfile.datacatalog:6","Warn: containerImage not pinned by hash: Dockerfile.datacatalog:44: pin your Docker image by updating alpine:3.18 to alpine:3.18@sha256:de0eb0b3f2a47ba1eb89389859a9bd88b28e82f5826b6969ad604979713c2d4f","Warn: containerImage not pinned by hash: Dockerfile.flyteadmin:6","Warn: containerImage not pinned by hash: Dockerfile.flyteadmin:43: pin your Docker image by updating alpine:3.18 to alpine:3.18@sha256:de0eb0b3f2a47ba1eb89389859a9bd88b28e82f5826b6969ad604979713c2d4f","Warn: containerImage not pinned by hash: Dockerfile.flytecopilot:6","Warn: containerImage not pinned by hash: Dockerfile.flytecopilot:34: pin your Docker image by updating alpine:3.18 to alpine:3.18@sha256:de0eb0b3f2a47ba1eb89389859a9bd88b28e82f5826b6969ad604979713c2d4f","Warn: containerImage not pinned by hash: Dockerfile.flytepropeller:7","Warn: containerImage not pinned by hash: Dockerfile.flytepropeller:35: pin your Docker image by updating alpine:3.18 to alpine:3.18@sha256:de0eb0b3f2a47ba1eb89389859a9bd88b28e82f5826b6969ad604979713c2d4f","Warn: containerImage not pinned by hash: Dockerfile.flytescheduler:7","Warn: containerImage not pinned by hash: Dockerfile.flytescheduler:38: pin your Docker image by updating alpine:3.18 to alpine:3.18@sha256:de0eb0b3f2a47ba1eb89389859a9bd88b28e82f5826b6969ad604979713c2d4f","Warn: containerImage not pinned by hash: docker/sandbox-bundled/Dockerfile:2","Warn: containerImage not pinned by hash: docker/sandbox-bundled/Dockerfile:13","Warn: containerImage not pinned by hash: docker/sandbox-bundled/Dockerfile:28: pin your Docker image by updating rancher/k3s:v1.29.0-k3s1 to rancher/k3s:v1.29.0-k3s1@sha256:adfbb31b694502f11077c47a1360980c915ecb969ac670f8a7ce4b08c0a5ede6","Warn: containerImage not pinned by hash: docker/sandbox/Dockerfile:1","Warn: containerImage not pinned by hash: docker/sandbox/Dockerfile:43","Warn: containerImage not pinned by hash: docs/Dockerfile.conda-lock:1: pin your Docker image by updating condaforge/mambaforge:latest to condaforge/mambaforge:latest@sha256:050753d138b6708128c9bb45055a9d943f06363f32f63a96f7dd5f304ada52a6","Warn: containerImage not pinned by hash: docs/Dockerfile.docs:1: pin your Docker image by updating condaforge/mambaforge:latest to condaforge/mambaforge:latest@sha256:050753d138b6708128c9bb45055a9d943f06363f32f63a96f7dd5f304ada52a6","Warn: containerImage not pinned by hash: docs/user_guide/customizing_dependencies/raw-containers-supporting-files/per-language/haskell/Dockerfile:1: pin your Docker image by updating haskell:9 to haskell:9@sha256:20977637f012d31fa26fdb3640378dd5a09eac76a294924fdc977efb7613ed05","Warn: containerImage not pinned by hash: docs/user_guide/customizing_dependencies/raw-containers-supporting-files/per-language/julia/Dockerfile:1: pin your Docker image by updating julia:1.6.4-buster to julia:1.6.4-buster@sha256:18c6ef960392fb8c503b843b6c88ebd50bc69b526a2f8e5b0b0919e6ec1a0d11","Warn: containerImage not pinned by hash: docs/user_guide/customizing_dependencies/raw-containers-supporting-files/per-language/python/Dockerfile:1: pin your Docker image by updating python:3.10-slim-buster to python:3.10-slim-buster@sha256:37aa274c2d001f09b14828450d903c55f821c90f225fdfdd80c5180fcca77b3f","Warn: containerImage not pinned by hash: docs/user_guide/customizing_dependencies/raw-containers-supporting-files/per-language/r/Dockerfile:1: pin your Docker image by updating r-base to r-base@sha256:c143ac223eff70f437c56f980ed582b4960dbb460a499b1d5119ff461a9f051b","Warn: containerImage not pinned by hash: docs/user_guide/customizing_dependencies/raw-containers-supporting-files/per-language/shell/Dockerfile:1: pin your Docker image by updating alpine to alpine@sha256:4bcff63911fcb4448bd4fdacec207030997caf25e9bea4045fa6c8c44de311d1","Warn: downloadThenRun not pinned by hash: docker/sandbox/Dockerfile:25-29","Warn: downloadThenRun not pinned by hash: docker/sandbox/Dockerfile:33","Warn: pipCommand not pinned by hash: docs/Dockerfile.docs:16","Warn: pipCommand not pinned by hash: docs/Dockerfile.docs:17","Warn: downloadThenRun not pinned by hash: script/generate_helm.sh:13","Warn: downloadThenRun not pinned by hash: script/setup_local_dev.sh:40","Warn: downloadThenRun not pinned by hash: script/setup_local_dev.sh:42","Warn: downloadThenRun not pinned by hash: script/setup_local_dev.sh:108","Warn: downloadThenRun not pinned by hash: script/setup_local_dev.sh:110","Warn: pipCommand not pinned by hash: .github/workflows/flyteidl-release.yml:45","Warn: pipCommand not pinned by hash: .github/workflows/flyteidl-release.yml:46","Warn: npmCommand not pinned by hash: .github/workflows/flyteidl-release.yml:74","Warn: pipCommand not pinned by hash: .github/workflows/single-binary.yml:177","Warn: pipCommand not pinned by hash: .github/workflows/single-binary.yml:178","Warn: pipCommand not pinned by hash: .github/workflows/single-binary.yml:202","Warn: pipCommand not pinned by hash: .github/workflows/single-binary.yml:267","Warn: pipCommand not pinned by hash: .github/workflows/single-binary.yml:268","Warn: pipCommand not pinned by hash: .github/workflows/single-binary.yml:292","Info:   0 out of  67 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of  56 third-party GitHubAction dependencies pinned","Info:   0 out of  10 pipCommand dependencies pinned","Info:   2 out of   2 goCommand dependencies pinned","Info:   0 out of   1 npmCommand dependencies pinned","Info:   0 out of  25 containerImage dependencies pinned","Info:   0 out of   7 downloadThenRun 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":"Vulnerabilities","score":0,"reason":"14 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GO-2022-0635","Warn: Project is vulnerable to: GO-2022-0646","Warn: Project is vulnerable to: GO-2025-3487 / GHSA-hcg3-q754-cr77","Warn: Project is vulnerable to: GO-2025-3503 / GHSA-qxp5-gwg8-xv66","Warn: Project is vulnerable to: GO-2025-3595 / GHSA-vvgc-356p-c3xw","Warn: Project is vulnerable to: GO-2025-3488 / GHSA-6v2p-p543-phr9","Warn: Project is vulnerable to: GO-2025-3553 / GHSA-mh63-6h87-95cp","Warn: Project is vulnerable to: GO-2024-2631 / GHSA-c5q2-7r4c-mv6g","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-48p4-8xcf-vxj5","Warn: Project is vulnerable to: GHSA-pq67-6m6q-mj2v","Warn: Project is vulnerable to: GO-2025-3829 / GHSA-4vq8-7jfc-9cvp","Warn: Project is vulnerable to: GHSA-rr8g-9fpq-6wmg","Warn: Project is vulnerable to: RUSTSEC-2025-0023"],"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":"2025-08-17T08:29:21.855Z","repository_id":37330731,"created_at":"2025-08-17T08:29:21.855Z","updated_at":"2025-08-17T08:29:21.855Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30018567,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-02T17:00:27.440Z","status":"ssl_error","status_checked_at":"2026-03-02T17:00:03.402Z","response_time":60,"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":["data","data-analysis","data-science","dataops","declarative","fine-tuning","flyte","golang","grpc","hacktoberfest","kubernetes","kubernetes-operator","llm","machine-learning","mlops","orchestration-engine","production","python","scale","workflow"],"created_at":"2024-07-31T10:00:34.349Z","updated_at":"2026-04-02T22:12:48.974Z","avatar_url":"https://github.com/flyteorg.png","language":"Go","readme":"\u003e [!IMPORTANT]\n\u003e ## Looking for Flyte 2?\n\u003e\n\u003e - **Use Flyte locally?** Head to **[flyte-sdk](https://github.com/flyteorg/flyte-sdk)** — the new Python SDK for Flyte 2.\n\u003e - **Want to contribute to the distributed backend?** See the **[`v2` branch](https://github.com/flyteorg/flyte/tree/v2)** of this repo.\n\u003e\n\u003e **The README below is for Flyte 1.x.**\n\n---\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"https://raw.githubusercontent.com/flyteorg/static-resources/main/flyte/readme/flyte_and_lf.png\" alt=\"Flyte and LF AI \u0026 Data Logo\" width=\"250\"\u003e\n\u003c/p\u003e\n\n\u003ch1 align=\"center\"\u003e\n  Flyte\n\u003c/h1\u003e\n\n\u003cp align=\"center\"\u003e\n  :building_construction: :rocket: :chart_with_upwards_trend:\n\u003c/p\u003e\n\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://github.com/flyteorg/flyte/releases/latest\"\u003e\n    \u003cimg src=\"https://img.shields.io/github/release/flyteorg/flyte.svg?style=for-the-badge\" alt=\"Current Release label\" /\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/flyteorg/flyte/actions/workflows/sandbox.yml\"\u003e\n    \u003cimg src=\"https://img.shields.io/github/actions/workflow/status/flyteorg/flyte/sandbox.yml?label=Sandbox%20docker%20image\u0026style=for-the-badge\" alt=\"Sandbox Status label\" /\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/flyteorg/flyte/actions/workflows/tests.yml\"\u003e\n    \u003cimg src=\"https://img.shields.io/github/actions/workflow/status/flyteorg/flyte/tests.yml?label=tests\u0026style=for-the-badge\" alt=\"Test Status label\" /\u003e\u003c/a\u003e\n  \u003ca href=\"http://www.apache.org/licenses/LICENSE-2.0.html\"\u003e\n    \u003cimg src=\"https://img.shields.io/badge/LICENSE-Apache2.0-ff69b4.svg?style=for-the-badge\" alt=\"License label\" /\u003e\u003c/a\u003e\n  \u003ca href=\"https://bestpractices.coreinfrastructure.org/projects/4670\"\u003e\n    \u003cimg src=\"https://img.shields.io/badge/openssf%20best%20practices-passing-green?style=for-the-badge\" alt=\"OpenSSF Best Practices label\" /\u003e\u003c/a\u003e\n  \u003ca href=\"https://artifacthub.io/packages/search?repo=flyte\"\u003e\n    \u003cimg src=\"https://img.shields.io/endpoint?style=for-the-badge\u0026url=https://artifacthub.io/badge/repository/flyte\" alt=\"Flyte Helm Chart label\" /\u003e\u003c/a\u003e\n  \u003ca href=\"https://twitter.com/flyteorg\"\u003e\n    \u003cimg src=\"https://img.shields.io/badge/X-000000.svg?style=for-the-badge\u0026logo=X\u0026logoColor=white\" height=30px/\u003e\u003c/a\u003e\n  \u003ca href=\"https://slack.flyte.org\" alt=\"Twitter, formerly X logo label\"\u003e\n    \u003cimg src=\"https://img.shields.io/badge/Slack-Chat-pink?style=for-the-badge\u0026logo=slack\" alt=\"Flyte Slack label\" /\u003e\u003c/a\u003e\n\u003c/p\u003e\n\nFlyte is an open-source orchestrator that facilitates building production-grade data and ML pipelines. It is built for scalability and reproducibility, leveraging Kubernetes as its underlying platform. With Flyte, user teams can construct pipelines using the Python SDK, and seamlessly deploy them on both cloud and on-premises environments, enabling distributed processing and efficient resource utilization.\n\n\u003ch2 align=\"center\"\u003e\n  Build\n\u003c/h2\u003e\n\u003cp\u003e\nWrite code in Python or any other language and leverage a robust type engine.\n\u003c/p\u003e\n\n\u003cimg alt=\"Getting started with Flyte\" src=\"https://raw.githubusercontent.com/flyteorg/static-resources/main/common/flytereadmebuildv2.gif\" style=\"width: 60%; height: auto;\" /\u003e\n\n\u003ch2 align=\"center\"\u003e\n Deploy \u0026 Scale\n \u003c/h2\u003e\n \u003cp\u003e\nEither locally or on a remote cluster, execute your models with ease.\n\u003c/p\u003e\n\u003cimg alt=\"Getting started with Flyte\" src=\"https://raw.githubusercontent.com/flyteorg/static-resources/main/common/flytereadme-deploy.gif\" style=\"width: 60%; height: auto;\" /\u003e\n\n\n\u003ch3 align=\"center\"\u003e\n  \u003ca href=\"#quick-start\"\u003eGet Started\u003c/a\u003e\n  \u003cspan\u003e · \u003c/span\u003e\n  \u003ca href=\"https://docs.flyte.org/\"\u003eDocumentation\u003c/a\u003e\n  \u003cspan\u003e · \u003c/span\u003e\n  \u003ca href=\"#how-to-stay-involved\"\u003eResources\u003c/a\u003e\n\u003c/h3\u003e\n\n## Table of contents\n* [Quick start](#quick-start)\n* [Tutorials](#tutorials)\n* [Features](#features)\n* [Who uses Flyte](#whos-using-flyte)\n* [How to stay involved](#how-to-stay-involved)\n* [How to contribute](#how-to-contribute)\n---\n## Quick start\n\n1. Install Flyte's Python SDK\n```bash\npip install flytekit\n```\n2. Create a workflow (see [example](https://github.com/flyteorg/flytesnacks/blob/master/examples/basics/basics/hello_world.py))\n3. Run it locally with:\n```bash\npyflyte run hello_world.py hello_world_wf\n```\n**Ready to try a Flyte cluster?**\n\n1. Create a new sandbox cluster, running as a Docker container:\n```bash\nflytectl demo start\n```\n2. Now execute your workflows on the cluster:\n```bash\npyflyte run --remote hello_world.py hello_world_wf\n```\n\u003cimg alt=\"Getting started with Flyte, showing the welcome screen and Flyte dashboard\" src=\"https://raw.githubusercontent.com/flyteorg/static-resources/main/flytesnacks/getting_started/getting_started_console.gif\" style=\"width: 100%; height: auto;\" /\u003e\n\n**Do you want to see more but don't want to install anything?**\n\n[Try out the Union platform](https://signup.union.ai) built on top of Flyte, and get free access to GPUs, data lineage, and more!\n\n**Ready to productionize?**\n\nGo to the [Deployment guide](https://docs.flyte.org/en/latest/deployment/deployment/index.html) for instructions to install Flyte on different environments\n\n## Tutorials\n- [Fine-tune Code Llama on the Flyte codebase](https://github.com/unionai-oss/llm-fine-tuning/tree/main/flyte_llama#readme)\n- [Forecast sales with Horovod and Spark](https://docs.flyte.org/en/latest/flytesnacks/examples/forecasting_sales/index.html)\n- [Nucleotide Sequence Querying with BLASTX](https://docs.flyte.org/en/latest/flytesnacks/examples/blast/index.html)\n\n## Features\n🚀 **Strongly typed interfaces**: Validate your data at every step of the workflow by defining data guardrails using Flyte types.\u003cbr\u003e\n🌐 **Any language**: Write code in any language using raw containers, or choose [Python](https://github.com/flyteorg/flytekit), [Java](https://github.com/flyteorg/flytekit-java), [Scala](https://github.com/flyteorg/flytekit-java) or [JavaScript](https://github.com/NotMatthewGriffin/pterodactyl) SDKs to develop your Flyte workflows. \u003cbr /\u003e\n🔒 **Immutability**: Immutable executions help ensure reproducibility by preventing any changes to the state of an execution. \u003cbr /\u003e\n🧬 **Data lineage**: Track the movement and transformation of data throughout the lifecycle of your data and ML workflows. \u003cbr /\u003e\n📊 **Map tasks**: Achieve parallel code execution with minimal configuration using [map tasks](https://docs.flyte.org/en/latest/user_guide/advanced_composition/map_tasks.html). \u003cbr /\u003e\n🌎 **Multi-tenancy**: Multiple users can share the same platform while maintaining their own distinct data and configurations. \u003cbr /\u003e\n🌟 **Dynamic workflows**: [Build flexible and adaptable workflows](https://docs.flyte.org/en/latest/user_guide/advanced_composition/dynamic_workflows.html) that can change and evolve as needed, making it easier to respond to changing requirements. \u003cbr /\u003e\n⏯️ [Wait](https://docs.flyte.org/en/latest/user_guide/advanced_composition/waiting_for_external_inputs.html) for **external inputs** before proceeding with the execution. \u003cbr /\u003e\n🌳 **Branching**: [Selectively execute branches](https://docs.flyte.org/en/latest/user_guide/advanced_composition/conditionals.html) of your workflow based on static or dynamic data produced by other tasks or input data. \u003cbr /\u003e\n📈 **Data visualization**: Visualize data, monitor models and view training history through plots. \u003cbr /\u003e\n📂 **FlyteFile \u0026 FlyteDirectory**: Transfer [files](https://docs.flyte.org/en/latest/user_guide/data_types_and_io/flytefile.html) and [directories](https://docs.flyte.org/en/latest/user_guide/data_types_and_io/flytedirectory.html) between local and cloud storage. \u003cbr /\u003e\n🗃️ **Structured dataset**: Convert dataframes between types and enforce column-level type checking using the abstract 2D representation provided by [Structured Dataset](https://docs.flyte.org/en/latest/user_guide/data_types_and_io/structureddataset.html). \u003cbr /\u003e\n🛡️ **Recover from failures**: Recover only the failed tasks. \u003cbr /\u003e\n🔁 **Rerun a single task**: Rerun workflows at the most granular level without modifying the previous state of a data/ML workflow. \u003cbr /\u003e\n🔍 **Cache outputs**: Cache task outputs by passing `cache=True` to the task decorator. \u003cbr /\u003e\n🚩 **Intra-task checkpointing**: [Checkpoint progress](https://docs.flyte.org/en/latest/user_guide/advanced_composition/intratask_checkpoints.html) within a task execution. \u003cbr /\u003e\n⏰ **Timeout**: Define a timeout period, after which the task is marked as failure. \u003cbr /\u003e\n🏭 **Dev to prod**: As simple as changing your [domain](https://docs.flyte.org/en/latest/concepts/domains.html) from development or staging to production. \u003cbr /\u003e\n💸 **Spot or preemptible instances**: Schedule your workflows on spot instances by setting `interruptible` to `True` in the task decorator. \u003cbr /\u003e\n☁️ **Cloud-native deployment**: Deploy Flyte on AWS, GCP, Azure and other cloud services. \u003cbr /\u003e\n📅 **Scheduling**: [Schedule](https://docs.flyte.org/en/latest/user_guide/productionizing/schedules.html) your data and ML workflows to run at a specific time. \u003cbr /\u003e\n📢 **Notifications**: Stay informed about changes to your workflow's state by configuring [notifications](https://docs.flyte.org/en/latest/user_guide/productionizing/notifications.html) through Slack, PagerDuty or email. \u003cbr /\u003e\n⌛️ **Timeline view**: Evaluate the duration of each of your Flyte tasks and identify potential bottlenecks. \u003cbr /\u003e\n💨 **GPU acceleration**: Enable and control your tasks’ GPU demands by requesting resources in the task decorator. \u003cbr /\u003e\n🐳 **Dependency isolation via containers**: Maintain separate sets of dependencies for your tasks so no dependency conflicts arise. \u003cbr /\u003e\n🔀 **Parallelism**: Flyte tasks are inherently parallel to optimize resource consumption and improve performance. \u003cbr /\u003e\n💾 **Allocate resources dynamically** at the task level. \u003cbr /\u003e\n\n\n## Who's using Flyte\nJoin the likes of LinkedIn, Spotify, Freenome, Pachama, Warner Bros. and many others in adopting Flyte for mission-critical use cases. For a full list of adopters and information on how to add your organization or project, please visit our [ADOPTERS](https://github.com/flyteorg/community/blob/main/ADOPTERS.md) page.\n\n\n## How to stay involved\n👥 [Monthly community sync](https://www.addevent.com/event/EA7823958): Happening the first Tuesday of every month, this is where the Flyte team provides updates on the project, and community members can share their progress and ask questions. \u003cbr\u003e\n💬 [Slack](https://slack.flyte.org/): Join the Flyte community on Slack to chat with other users, ask questions, and get help. \u003cbr\u003e\n⚠️ [Newsletter](https://lists.lfaidata.foundation/g/flyte-announce/join): join this group to receive the Flyte Monthly newsletter. \u003cbr\u003e\n📹 [Youtube](https://www.youtube.com/channel/UCNduEoLOToNo3nFVly-vUTQ): Tune into panel discussions, customer success stories, community updates and feature deep dives. \u003cbr\u003e\n📄 [Blog](https://flyte.org/blog): Here, you can find tutorials and feature deep dives to help you learn more about Flyte. \u003cbr\u003e\n💡 [RFCs](rfc/.): RFCs are used for proposing new ideas and features to improve Flyte. You can refer to them to stay updated on the latest developments and contribute to the growth of the platform.\n\n\n## How to contribute\nThere are many ways to get involved in Flyte, including:\n\n- Submitting [bugs](https://github.com/flyteorg/flyte/issues/new?assignees=\u0026labels=bug%2Cuntriaged\u0026template=bug_report.yaml\u0026title=%5BBUG%5D+) and [feature requests](https://github.com/flyteorg/flyte/issues/new?assignees=\u0026labels=enhancement%2Cuntriaged\u0026template=feature_request.yaml\u0026title=%5BCore+feature%5D+) for various components.\n- Reviewing [the documentation](https://docs.flyte.org/en/latest/) and submitting [pull requests](https://github.com/flyteorg/flytesnacks) for anything from fixing typos to adding new content.\n- Speaking or writing about Flyte or any other ecosystem integration and [letting us know](https://flyte-org.slack.com/archives/C02JMT8KTEE)!\n- Taking on a [`help wanted`](https://github.com/flyteorg/flyte/issues?q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22+) or [`good-first-issue`](https://github.com/flyteorg/flyte/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22) and following the [CONTRIBUTING](https://docs.flyte.org/en/latest/community/contribute/index.html) guide to submit changes to the codebase.\n- Upvoting [popular feature requests](https://github.com/flyteorg/flyte/issues?q=is%3Aopen+is%3Aissue+label%3Aenhancement+sort%3Areactions-%2B1-desc) to show your support.\n\n### We :heart: our contributors\n\n\u003c!-- CONTRIBUTORS START 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CONTRIBUTORS END --\u003e\n\n## License\n\nFlyte is available under the Apache License 2.0. Use it wisely.\n\n\u003cimg referrerpolicy=\"no-referrer-when-downgrade\" src=\"https://static.scarf.sh/a.png?x-pxid=6a6b21ca-61bb-444f-aecd-4a6ba5372be5\" /\u003e","funding_links":[],"categories":["Go","🔄 CI/CD for ML","Python","Large Scale Deployment","Workflow","其他_机器学习与深度学习","HarmonyOS","语言资源库","workflow","Data Pipeline","golang","The Data Science Toolbox","Workflow Orchestration","Training","Repositories","Orchestration"],"sub_categories":["Workflow","Windows Manager","go","Miscellaneous Tools","LangManus","Workflow Management"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fflyteorg%2Fflyte","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fflyteorg%2Fflyte","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fflyteorg%2Fflyte/lists"}