{"id":13400865,"url":"https://github.com/pachyderm/pachyderm","last_synced_at":"2026-10-18T23:10:47.565Z","repository":{"id":20377910,"uuid":"23653453","full_name":"pachyderm/pachyderm","owner":"pachyderm","description":"Data-Centric Pipelines and Data Versioning","archived":false,"fork":false,"pushed_at":"2025-02-03T22:27:18.000Z","size":656481,"stargazers_count":6311,"open_issues_count":940,"forks_count":576,"subscribers_count":152,"default_branch":"master","last_synced_at":"2026-10-12T17:27:23.035Z","etag":null,"topics":["analytics","big-data","containers","data-analysis","data-science","distributed-systems","docker","go","kubernetes","pachyderm"],"latest_commit_sha":null,"homepage":"https://www.pachyderm.com/","language":"Go","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/pachyderm.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG-1.x.md","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}},"created_at":"2014-09-04T07:50:02.000Z","updated_at":"2026-10-11T19:54:15.000Z","dependencies_parsed_at":"2023-10-27T21:25:39.612Z","dependency_job_id":"c7bf8405-adfb-4ab9-9e01-0b76ed0d6dac","html_url":"https://github.com/pachyderm/pachyderm","commit_stats":{"total_commits":18727,"total_committers":216,"mean_commits":86.69907407407408,"dds":0.7969242270518503,"last_synced_commit":"973e2a87f1caa0d9ab93580eea4f729685826665"},"previous_names":["pachyderm-io/pfs","pachyderm/pfs"],"tags_count":1491,"template":false,"template_full_name":null,"purl":"pkg:github/pachyderm/pachyderm","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pachyderm%2Fpachyderm","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pachyderm%2Fpachyderm/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pachyderm%2Fpachyderm/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pachyderm%2Fpachyderm/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pachyderm","download_url":"https://codeload.github.com/pachyderm/pachyderm/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pachyderm%2Fpachyderm/sbom","scorecard":{"id":717372,"data":{"date":"2025-08-11","repo":{"name":"github.com/pachyderm/pachyderm","commit":"e237475e9910a2d6299d7d2c3d6fc3b9a8f28f0b"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.1,"checks":[{"name":"Code-Review","score":10,"reason":"all changesets reviewed","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/azureboards.yml:1","Warn: no topLevel permission defined: .github/workflows/size-limit.yml:1","Info: no jobLevel write permissions found"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"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":"Signed-Releases","score":0,"reason":"Project has not signed or included provenance with any releases.","details":["Warn: release artifact v2.12.2 not signed: https://api.github.com/repos/pachyderm/pachyderm/releases/195001361","Warn: release artifact v2.12.0-rc.3 not signed: https://api.github.com/repos/pachyderm/pachyderm/releases/193379518","Warn: release artifact v2.11.6 not signed: https://api.github.com/repos/pachyderm/pachyderm/releases/190688239","Warn: release artifact v2.12.0-rc.1 not signed: https://api.github.com/repos/pachyderm/pachyderm/releases/181988443","Warn: release artifact v2.11.5 not signed: https://api.github.com/repos/pachyderm/pachyderm/releases/180322278","Warn: release artifact v2.12.2 does not have provenance: https://api.github.com/repos/pachyderm/pachyderm/releases/195001361","Warn: release artifact v2.12.0-rc.3 does not have provenance: https://api.github.com/repos/pachyderm/pachyderm/releases/193379518","Warn: release artifact v2.11.6 does not have provenance: https://api.github.com/repos/pachyderm/pachyderm/releases/190688239","Warn: release artifact v2.12.0-rc.1 does not have provenance: https://api.github.com/repos/pachyderm/pachyderm/releases/181988443","Warn: release artifact v2.11.5 does not have provenance: https://api.github.com/repos/pachyderm/pachyderm/releases/180322278"],"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":"Fuzzing","score":10,"reason":"project is fuzzed","details":["Info: GoBuiltInFuzzer integration found: src/internal/archiveserver/archiveserver_test.go:230","Info: GoBuiltInFuzzer integration found: src/internal/archiveserver/encode_test.go:108","Info: GoBuiltInFuzzer integration found: src/internal/archiveserver/encode_test.go:202","Info: GoBuiltInFuzzer integration found: src/internal/archiveserver/request_test.go:113","Info: GoBuiltInFuzzer integration found: src/internal/kvparse/kvparse_test.go:228","Info: GoBuiltInFuzzer integration found: src/internal/kvparse/kvparse_test.go:238","Info: GoBuiltInFuzzer integration found: src/server/rpc_fuzz_test.go:101"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"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/azureboards.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/pachyderm/pachyderm/azureboards.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/size-limit.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/pachyderm/pachyderm/size-limit.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/size-limit.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/pachyderm/pachyderm/size-limit.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/size-limit.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/pachyderm/pachyderm/size-limit.yml/master?enable=pin","Warn: containerImage not pinned by hash: Dockerfile.console:1: pin your Docker image by updating node:20.11-buster-slim to node:20.11-buster-slim@sha256:107326dd02fe0bc70b7e897c5c1ac0820918a77a6f138cbad5c5aef751924bfc","Warn: containerImage not pinned by hash: Dockerfile.console:25: pin your Docker image by updating node:20.11-buster-slim to node:20.11-buster-slim@sha256:107326dd02fe0bc70b7e897c5c1ac0820918a77a6f138cbad5c5aef751924bfc","Warn: containerImage not pinned by hash: Dockerfile.etcd:6","Warn: containerImage not pinned by hash: Dockerfile.go-rabbitmq-spout:1","Warn: containerImage not pinned by hash: Dockerfile.go-rabbitmq-spout:17","Warn: containerImage not pinned by hash: Dockerfile.pachctl:1: pin your Docker image by updating debian:buster-slim to debian:buster-slim@sha256:bb3dc79fddbca7e8903248ab916bb775c96ec61014b3d02b4f06043b604726dc","Warn: containerImage not pinned by hash: Dockerfile.pachd:1","Warn: containerImage not pinned by hash: Dockerfile.pachdoc:1","Warn: containerImage not pinned by hash: Dockerfile.pachdoc:14","Warn: containerImage not pinned by hash: Dockerfile.pgbouncer:1: pin your Docker image by updating debian:bullseye to debian:bullseye@sha256:8ec25a9073e8cc89a184a6256e219828196d75203375a8ad4f0977f3011f2115","Warn: containerImage not pinned by hash: console/examples/opencv/Dockerfile:1: pin your Docker image by updating ubuntu:20.04 to ubuntu:20.04@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: console/test-dags/lots-of-datums/Dockerfile:1: pin your Docker image by updating node:16-buster-slim to node:16-buster-slim@sha256:3ebf2875c188d22939c6ab080cfb1a4a6248cc86bae600ea8e2326aa03acdb8f","Warn: containerImage not pinned by hash: etc/deploy/gpu/Dockerfile:1: pin your Docker image by updating ubuntu:20.04 to ubuntu:20.04@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: etc/netcat/Dockerfile:1: pin your Docker image by updating ubuntu:20.04 to ubuntu:20.04@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: etc/test-images/Dockerfile.netcat:1: pin your Docker image by updating ubuntu:20.04 to ubuntu:20.04@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: etc/testing/circle/workloads/metric-collector/Dockerfile:1: pin your Docker image by updating python:3.8-slim-buster to python:3.8-slim-buster@sha256:8799b0564103a9f36cfb8a8e1c562e11a9a6f2e3bb214e2adc23982b36a04511","Warn: containerImage not pinned by hash: etc/testing/images/ubuntu_with_s3_clients/Dockerfile:1: pin your Docker image by updating ubuntu:20.04 to ubuntu:20.04@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: examples/churn/Dockerfile:1: pin your Docker image by updating python:3 to python:3@sha256:3b2f1b9c9948e9dc96e1a2f4668ba9870ff43ab834f91155697476142b3bc299","Warn: containerImage not pinned by hash: examples/group/Dockerfile:1: pin your Docker image by updating python:3 to python:3@sha256:3b2f1b9c9948e9dc96e1a2f4668ba9870ff43ab834f91155697476142b3bc299","Warn: containerImage not pinned by hash: examples/joins/Dockerfile:1: pin your Docker image by updating python:3 to python:3@sha256:3b2f1b9c9948e9dc96e1a2f4668ba9870ff43ab834f91155697476142b3bc299","Warn: containerImage not pinned by hash: examples/kubeflow/mnist/Dockerfile:1: pin your Docker image by updating python:3 to python:3@sha256:3b2f1b9c9948e9dc96e1a2f4668ba9870ff43ab834f91155697476142b3bc299","Warn: containerImage not pinned by hash: examples/ml/gpt-2/Dockerfile:1: pin your Docker image by updating tensorflow/tensorflow:1.14.0-gpu-py3 to tensorflow/tensorflow:1.14.0-gpu-py3@sha256:e72e66b3dcb9c9e8f4e5703965ae1466b23fe8cad59e1c92c6e9fa58f8d81dc8","Warn: containerImage not pinned by hash: examples/ml/housing-prices/Dockerfile:1: pin your Docker image by updating civisanalytics/datascience-python to civisanalytics/datascience-python@sha256:1c83c648893f90d6ea46b1541eadd3777576ca3489eb06867ccce78b5aca0b48","Warn: containerImage not pinned by hash: examples/ml/hyperparameter/train/Dockerfile:1: pin your Docker image by updating smizy/python:3.5-alpine to smizy/python:3.5-alpine@sha256:cbfea2f9d9898950faf6a5fbdae3365b9d9f14740457a5b46e51ce0dc402b217","Warn: containerImage not pinned by hash: examples/ml/iris/julia/iris-infer-julia/Dockerfile:1: pin your Docker image by updating julia to julia@sha256:584cb02c203791e0abdf7e8c060b6e33334c91c1fae493c85fde188eb1b39015","Warn: containerImage not pinned by hash: examples/ml/iris/julia/iris-train-julia-forest/Dockerfile:1: pin your Docker image by updating julia to julia@sha256:584cb02c203791e0abdf7e8c060b6e33334c91c1fae493c85fde188eb1b39015","Warn: containerImage not pinned by hash: examples/ml/iris/julia/iris-train-julia-tree/Dockerfile:1: pin your Docker image by updating julia to julia@sha256:584cb02c203791e0abdf7e8c060b6e33334c91c1fae493c85fde188eb1b39015","Warn: containerImage not pinned by hash: examples/ml/iris/python/iris-infer-python/Dockerfile:1: pin your Docker image by updating smizy/python:3.5-alpine to smizy/python:3.5-alpine@sha256:cbfea2f9d9898950faf6a5fbdae3365b9d9f14740457a5b46e51ce0dc402b217","Warn: containerImage not pinned by hash: examples/ml/iris/python/iris-train-python-lda/Dockerfile:1: pin your Docker image by updating smizy/python:3.5-alpine to smizy/python:3.5-alpine@sha256:cbfea2f9d9898950faf6a5fbdae3365b9d9f14740457a5b46e51ce0dc402b217","Warn: containerImage not pinned by hash: examples/ml/iris/python/iris-train-python-svm/Dockerfile:1: pin your Docker image by updating smizy/python:3.5-alpine to smizy/python:3.5-alpine@sha256:cbfea2f9d9898950faf6a5fbdae3365b9d9f14740457a5b46e51ce0dc402b217","Warn: containerImage not pinned by hash: examples/ml/iris/rstats/iris-infer-r/Dockerfile:1: pin your Docker image by updating r-base to r-base@sha256:c143ac223eff70f437c56f980ed582b4960dbb460a499b1d5119ff461a9f051b","Warn: containerImage not pinned by hash: examples/ml/iris/rstats/iris-train-r-lda/Dockerfile:1: pin your Docker image by updating r-base to r-base@sha256:c143ac223eff70f437c56f980ed582b4960dbb460a499b1d5119ff461a9f051b","Warn: containerImage not pinned by hash: examples/ml/iris/rstats/iris-train-r-svm/Dockerfile:1: pin your Docker image by updating r-base to r-base@sha256:c143ac223eff70f437c56f980ed582b4960dbb460a499b1d5119ff461a9f051b","Warn: containerImage not pinned by hash: examples/ml/neon/inference/Dockerfile:1: pin your Docker image by updating kaixhin/neon to kaixhin/neon@sha256:41a02314cc31d34796f4ec4338e5084949019d9bd4d7b3ca427ce35e11899366","Warn: containerImage not pinned by hash: examples/ml/tensorflow/Dockerfile:1: pin your Docker image by updating affinelayer/pix2pix-tensorflow to affinelayer/pix2pix-tensorflow@sha256:8972d15964f8e4260ff0d86f9ae3b4fb0d2b2bfe6c4c6121b629f749b197d6db","Warn: containerImage not pinned by hash: examples/opencv/Dockerfile:1: pin your Docker image by updating ubuntu:20.04 to ubuntu:20.04@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: examples/redshift/Dockerfile:1: pin your Docker image by updating postgres:9.6.1-alpine to postgres:9.6.1-alpine@sha256:fa48df82694141793fb0cd52b9a93a3618ba03e5814e11dbf0dd43797f4d4cf7","Warn: containerImage not pinned by hash: examples/run/Dockerfile:2: pin your Docker image by updating python:slim to python:slim@sha256:4d55aff3915a8622fdb8e6ab3645992de771bd97c3dd1279860cd5e18bcd7582","Warn: containerImage not pinned by hash: examples/spark/pi/Dockerfile:1: pin your Docker image by updating k8s.gcr.io/spark:1.5.1_v3 to k8s.gcr.io/spark:1.5.1_v3@sha256:9dce941f6b98c071fd24f7697c3690bac641a356604f7c77e7b2825c14e081b5","Warn: containerImage not pinned by hash: examples/spouts/go-rabbitmq-spout/Dockerfile:1","Warn: containerImage not pinned by hash: examples/spouts/go-rabbitmq-spout/Dockerfile:14","Warn: containerImage not pinned by hash: examples/spouts/spout101/Dockerfile:1: pin your Docker image by updating python:3 to python:3@sha256:3b2f1b9c9948e9dc96e1a2f4668ba9870ff43ab834f91155697476142b3bc299","Warn: containerImage not pinned by hash: examples/word_count/Dockerfile:1: pin your Docker image by updating golang:1.17.6 to golang:1.17.6@sha256:fff998d0f7a46baeb15d8478ee909a8237377e07ccf1a8e77d77a32033021d62","Warn: containerImage not pinned by hash: jupyter-extension/Dockerfile:1: pin your Docker image by updating quay.io/jupyter/scipy-notebook:lab-4.0.11 to quay.io/jupyter/scipy-notebook:lab-4.0.11@sha256:5a6ed0b5293e0fd8113ffcfd415447b73497b945a87d09261a5c36a00f6ca7f7","Warn: containerImage not pinned by hash: python-sdk/Dockerfile.datum-batching-test:1: pin your Docker image by updating python:3.11-slim to python:3.11-slim@sha256:9e885f8239c31f8429448f933638dd13037c9119e2a362aeebdd37ec3bee7c85","Warn: containerImage not pinned by hash: python-sdk/Dockerfile.docs-generation:1: pin your Docker image by updating python:3.11-slim to python:3.11-slim@sha256:9e885f8239c31f8429448f933638dd13037c9119e2a362aeebdd37ec3bee7c85","Warn: containerImage not pinned by hash: python-sdk/proto/Dockerfile:1: pin your Docker image by updating python:3.8-slim to python:3.8-slim@sha256:1d52838af602b4b5a831beb13a0e4d073280665ea7be7f69ce2382f29c5a613f","Warn: containerImage not pinned by hash: src/testing/cmds/go-test-results/Dockerfile:1: pin your Docker image by updating golang:1.22.7-alpine to golang:1.22.7-alpine@sha256:48eab5e3505d8c8b42a06fe5f1cf4c346c167cc6a89e772f31cb9e5c301dcf60","Warn: npmCommand not pinned by hash: Dockerfile.console:22","Warn: pipCommand not pinned by hash: Dockerfile.pachdoc:7","Warn: npmCommand not pinned by hash: Dockerfile.pachdoc:17","Warn: pipCommand not pinned by hash: console/examples/opencv/Dockerfile:31","Warn: pipCommand not pinned by hash: etc/testing/circle/workloads/metric-collector/Dockerfile:9","Warn: pipCommand not pinned by hash: etc/testing/images/ubuntu_with_s3_clients/Dockerfile:17","Warn: pipCommand not pinned by hash: etc/testing/images/ubuntu_with_s3_clients/Dockerfile:18","Warn: pipCommand not pinned by hash: examples/churn/Dockerfile:2","Warn: pipCommand not pinned by hash: examples/kubeflow/mnist/Dockerfile:2","Warn: pipCommand not pinned by hash: examples/ml/gpt-2/Dockerfile:7","Warn: pipCommand not pinned by hash: examples/ml/housing-prices/Dockerfile:2","Warn: pipCommand not pinned by hash: examples/ml/hyperparameter/train/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/hyperparameter/train/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/hyperparameter/train/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/hyperparameter/train/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/hyperparameter/train/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-infer-python/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-infer-python/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-infer-python/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-infer-python/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-infer-python/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-lda/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-lda/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-lda/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-lda/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-lda/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-svm/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-svm/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-svm/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-svm/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/ml/iris/python/iris-train-python-svm/Dockerfile:3-36","Warn: pipCommand not pinned by hash: examples/opencv/Dockerfile:31","Warn: pipCommand not pinned by hash: examples/spouts/spout101/Dockerfile:5","Warn: pipCommand not pinned by hash: jupyter-extension/Dockerfile:23","Warn: pipCommand not pinned by hash: jupyter-extension/Dockerfile:24","Warn: pipCommand not pinned by hash: jupyter-extension/Dockerfile:25","Warn: pipCommand not pinned by hash: python-sdk/Dockerfile.datum-batching-test:4","Warn: pipCommand not pinned by hash: python-sdk/Dockerfile.docs-generation:7-10","Warn: pipCommand not pinned by hash: python-sdk/Dockerfile.docs-generation:7-10","Warn: pipCommand not pinned by hash: python-sdk/proto/Dockerfile:4","Warn: pipCommand not pinned by hash: python-sdk/proto/Dockerfile:5","Warn: goCommand not pinned by hash: src/testing/cmds/go-test-results/Dockerfile:3","Warn: pipCommand not pinned by hash: etc/testing/circle/run_api_performance_tests.sh:51","Warn: pipCommand not pinned by hash: etc/testing/circle/run_api_performance_tests.sh:65","Warn: goCommand not pinned by hash: etc/testing/circle/upload_stats.sh:7","Warn: goCommand not pinned by hash: etc/testing/lint.sh:26","Info:   0 out of   1 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   3 third-party GitHubAction dependencies pinned","Info:   0 out of  48 containerImage dependencies pinned","Info:   0 out of   2 npmCommand dependencies pinned","Info:   0 out of  41 pipCommand dependencies pinned","Info:   1 out of   4 goCommand 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":"94 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-968p-4wvh-cqc8","Warn: Project is vulnerable to: GHSA-v6h2-p8h4-qcjw","Warn: Project is vulnerable to: GHSA-3xgq-45jj-v275","Warn: Project is vulnerable to: GHSA-76p7-773f-r4q5","Warn: Project is vulnerable to: GHSA-4vvj-4cpr-p986","Warn: Project is vulnerable to: GHSA-qwcr-r2fm-qrc7","Warn: Project is vulnerable to: GHSA-pxg6-pf52-xh8x","Warn: Project is vulnerable to: GHSA-qw6h-vgh9-j6wx","Warn: Project is vulnerable to: GHSA-952p-6rrq-rcjv","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-593m-55hh-j8gv","Warn: Project is vulnerable to: GHSA-8hc4-vh64-cxmj","Warn: Project is vulnerable to: GHSA-jr5f-v2jv-69x6","Warn: Project is vulnerable to: GHSA-67mh-4wv8-2f99","Warn: Project is vulnerable to: GHSA-fjxv-7rqg-78g4","Warn: Project is vulnerable to: GHSA-mwcw-c2x4-8c55","Warn: Project is vulnerable to: GHSA-hcrg-fc28-fcg5","Warn: Project is vulnerable to: GHSA-gcx4-mw62-g8wm","Warn: Project is vulnerable to: GHSA-52f5-9888-hmc6","Warn: Project is vulnerable to: GHSA-64vr-g452-qvp3","Warn: Project is vulnerable to: GHSA-9cwx-2883-4wfx","Warn: Project is vulnerable to: GHSA-vg6x-rcgg-rjx6","Warn: Project is vulnerable to: GHSA-x574-m823-4x7w","Warn: Project is vulnerable to: GHSA-4r4m-qw57-chr8","Warn: Project is vulnerable to: GHSA-xcj6-pq6g-qj4x","Warn: Project is vulnerable to: GHSA-356w-63v5-8wf4","Warn: Project is vulnerable to: GHSA-859w-5945-r5v3","Warn: Project is vulnerable to: GO-2022-0635","Warn: Project is vulnerable to: GO-2022-0646","Warn: Project is vulnerable to: GO-2025-3485 / GHSA-c6gw-w398-hv78","Warn: Project is vulnerable to: GO-2025-3553 / GHSA-mh63-6h87-95cp","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-2024-2631 / GHSA-c5q2-7r4c-mv6g","Warn: Project is vulnerable to: GO-2025-3754 / GHSA-2x5j-vhc8-9cwm","Warn: Project is vulnerable to: GO-2025-3528 / GHSA-265r-hfxg-fhmg","Warn: Project is vulnerable to: GO-2025-3829 / GHSA-4vq8-7jfc-9cvp","Warn: Project is vulnerable to: GO-2025-3372 / GHSA-6wxm-mpqj-6jpf","Warn: Project is vulnerable to: GHSA-p8p7-x288-28g6","Warn: Project is vulnerable to: GHSA-wf5p-g6vw-rhxx","Warn: Project is vulnerable to: GHSA-rm97-x556-q36h","Warn: Project is vulnerable to: GHSA-79v4-65xg-pq4g","Warn: Project is vulnerable to: GHSA-vqfr-h8mv-ghfj","Warn: Project is vulnerable to: GHSA-cpwx-vrp4-4pq7","Warn: Project is vulnerable to: GHSA-gmj6-6f8f-6699","Warn: Project is vulnerable to: GHSA-q2x7-8rv6-6q7h","Warn: Project is vulnerable to: GHSA-33p9-3p43-82vq","Warn: Project is vulnerable to: PYSEC-2024-165 / GHSA-hrw6-wg82-cm62","Warn: Project is vulnerable to: GHSA-9q39-rmj3-p4r2","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: PYSEC-2025-49 / GHSA-5rjg-fvgr-3xxf","Warn: Project is vulnerable to: GHSA-7cx3-6m66-7c5m","Warn: Project is vulnerable to: GHSA-8w49-h785-mj3c","Warn: Project is vulnerable to: GHSA-48p4-8xcf-vxj5","Warn: Project is vulnerable to: GHSA-pq67-6m6q-mj2v","Warn: Project is vulnerable to: GHSA-3ww4-gg4f-jr7f","Warn: Project is vulnerable to: GHSA-9v9h-cgj8-h64p","Warn: Project is vulnerable to: PYSEC-2021-62 / GHSA-hggm-jpg3-v476","Warn: Project is vulnerable to: PYSEC-2017-8 / GHSA-q3cj-2r34-2cwc","Warn: Project is vulnerable to: PYSEC-2022-183 / GHSA-h8pj-cxx2-jfg2","Warn: Project is vulnerable to: GHSA-jjg7-2v4v-x38h","Warn: Project is vulnerable to: PYSEC-2019-217 / GHSA-462w-v97r-4m45","Warn: Project is vulnerable to: PYSEC-2014-8 / GHSA-8r7q-cvjq-x353","Warn: Project is vulnerable to: PYSEC-2014-82 / GHSA-fqh9-2qgg-h84h","Warn: Project is vulnerable to: PYSEC-2021-66 / GHSA-g3rq-g295-4j3m","Warn: Project is vulnerable to: GHSA-h5c8-rqwp-cp95","Warn: Project is vulnerable to: GHSA-h75v-3vvj-5mfj","Warn: Project is vulnerable to: PYSEC-2019-220 / GHSA-hj2j-77xm-mc5v","Warn: Project is vulnerable to: PYSEC-2017-74","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: PYSEC-2023-207 / GHSA-gwvm-45gx-3cf8","Warn: Project is vulnerable to: PYSEC-2019-133 / GHSA-mh33-7rrq-662w","Warn: Project is vulnerable to: PYSEC-2019-132 / GHSA-r64q-w8jr-g9qp","Warn: Project is vulnerable to: PYSEC-2023-192 / GHSA-v845-jxx5-vc9f","Warn: Project is vulnerable to: PYSEC-2020-148 / GHSA-wqvq-5m8c-6g24","Warn: Project is vulnerable to: PYSEC-2018-32 / GHSA-www2-v7xj-xrc6","Warn: Project is vulnerable to: PYSEC-2021-108","Warn: Project is vulnerable to: PYSEC-2023-157 / GHSA-64x5-55rw-9974","Warn: Project is vulnerable to: PYSEC-2020-50 / GHSA-9f66-54xg-pc2c","Warn: Project is vulnerable to: PYSEC-2020-234 / GHSA-grfj-wjv9-4f9v","Warn: Project is vulnerable to: PYSEC-2023-272 / GHSA-h56g-gq9v-vc8r","Warn: Project is vulnerable to: PYSEC-2022-179 / GHSA-p737-p57g-4cpr","Warn: Project is vulnerable to: PYSEC-2022-211 / GHSA-q874-g24w-4q9g","Warn: Project is vulnerable to: PYSEC-2023-155 / GHSA-r726-vmfq-j9j3","Warn: Project is vulnerable to: PYSEC-2021-142 / GHSA-8q59-q68h-6hv4","Warn: Project is vulnerable to: PYSEC-2018-49 / GHSA-rprw-h62v-c2w7","Warn: Project is vulnerable to: GHSA-rgv9-w7jp-m23g"],"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":"2025-08-22T10:06:43.521Z","repository_id":20377910,"created_at":"2025-08-22T10:06:43.521Z","updated_at":"2025-08-22T10:06:43.521Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":344872684,"owners_count":38343411,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-10-03T21:59:58.778Z","status":"online","status_checked_at":"2026-10-18T02:00:06.448Z","response_time":63,"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":["analytics","big-data","containers","data-analysis","data-science","distributed-systems","docker","go","kubernetes","pachyderm"],"created_at":"2024-07-30T19:00:56.453Z","updated_at":"2026-10-18T23:10:47.560Z","avatar_url":"https://github.com/pachyderm.png","language":"Go","funding_links":[],"categories":["Go","🔄 CI/CD for ML","Data","Model and Data Versioning","Built On","Open Source Projects at HPE","Data Management","Data Pipeline","Machine Learning and AI","go","RAG (Retrieval Augmented Generation）","Data Processing \u0026 Analytics","Data versioning","kubernetes","Uncategorized","Repositories","Main Contents","Data Versioning and Pipelines","Data \u0026 Index Versioning"],"sub_categories":["Data Management","Kafka","Data Science and Analytics","Pipeline and Data Version","Libraries","Uncategorized","Resources","Model \u0026 Pipeline Versioning","Actor-Critic Methods","Frameworks"],"readme":"\u003cp align=\"center\"\u003e\n\t\u003cimg src='./Pachyderm_Icon-01.svg' height='225' title='Pachyderm'\u003e\n\u003c/p\u003e\n\n[![GitHub release](https://img.shields.io/github/release/pachyderm/pachyderm.svg?style=flat-square)](https://github.com/pachyderm/pachyderm/releases)\n[![GitHub license](https://img.shields.io/badge/license-Pachyderm-blue)](https://github.com/pachyderm/pachyderm/blob/master/LICENSE)\n[![GoDoc](https://godoc.org/github.com/pachyderm/pachyderm?status.svg)](https://pkg.go.dev/github.com/pachyderm/pachyderm/v2/src/client)\n[![Go Report Card](https://goreportcard.com/badge/github.com/pachyderm/pachyderm)](https://goreportcard.com/report/github.com/pachyderm/pachyderm)\n[![Slack Status](https://img.shields.io/badge/slack-pachyderm-brightgreen.svg?logo=slack)](https://www.pachyderm.com/slack)\n[![CLA assistant](https://cla-assistant.io/readme/badge/pachyderm/pachyderm)](https://cla-assistant.io/pachyderm/pachyderm)\n\n# Pachyderm – Automate data transformations with data versioning and lineage\n\n\nPachyderm is cost-effective at scale, enabling data engineering teams to automate complex pipelines with sophisticated data transformations across any type of data. Our unique approach provides parallelized processing of multi-stage, language-agnostic pipelines with data versioning and data lineage tracking. Pachyderm delivers the ultimate CI/CD engine for data. \n\n## Features\n\n- Data-driven pipelines automatically trigger based on detecting data changes.\n- Immutable data lineage with data versioning of any data type. \n- Autoscaling and parallel processing built on Kubernetes for resource orchestration.\n- Uses standard object stores for data storage with automatic deduplication.  \n- Runs across all major cloud providers and on-premises installations.\n\n\n## Getting Started\nTo start deploying your end-to-end version-controlled data pipelines, run Pachyderm [locally](https://docs.pachyderm.com/latest/set-up/local-deploy/) or you can also [deploy on AWS/GCE/Azure](https://docs.pachyderm.com/latest/set-up/cloud-deploy) in about 5 minutes. \n\nYou can also refer to our complete [documentation](https://docs.pachyderm.com) to see tutorials, check out example projects, and learn about advanced features of Pachyderm.\n\nIf you'd like to see some examples and learn about core use cases for Pachyderm:\n- [Examples](https://github.com/pachyderm/examples)\n- [Use Cases](https://www.pachyderm.com/use-cases/)\n- [Case Studies](https://www.pachyderm.com/case-studies/)\n\n## Documentation\n\n[Official Documentation](https://docs.pachyderm.com/)\n\n## Community\nKeep up to date and get Pachyderm support via:\n- [![Twitter](https://img.shields.io/twitter/follow/pachyderminc?style=social)](https://twitter.com/pachyderminc) Follow us on Twitter.\n- [![Slack Status](https://badge.slack.pachyderm.io/badge.svg)](https://slack.pachyderm.io) Join our community [Slack Channel](https://www.pachyderm.com/slack) to get help from the Pachyderm team and other users.\n\n## Contributing\nTo get started, sign the [Contributor License Agreement](https://cla-assistant.io/pachyderm/pachyderm).\n\nYou should also check out our [contributing guide](https://docs.pachyderm.com/latest/contributing/setup/).\n\nSend us PRs, we would love to see what you do! You can also check our GH issues for things labeled \"help-wanted\" as a good place to start. We're sometimes bad about keeping that label up-to-date, so if you don't see any, just let us know.\n\n## Usage Metrics\n\nPachyderm automatically reports anonymized usage metrics. These metrics help us\nunderstand how people are using Pachyderm and make it better.  They can be\ndisabled by setting the env variable `METRICS` to `false` in the pachd\ncontainer.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpachyderm%2Fpachyderm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpachyderm%2Fpachyderm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpachyderm%2Fpachyderm/lists"}