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dvc【数据与研究】Use the DVC repository skill for data versioning, pipelines, experiments, remotes/cache, metrics/params/plots, Python API usage, and DVC codebase maintenance.
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Use this skill when a task names DVC, Data Version Control, dvc CLI commands, the dvc Python package, DVC pipeline files, DVC experiments, or maintenance of the DVC codebase itself.
pip install dvc for core local/HTTP workflows.pip install 'dvc[s3]', pip install 'dvc[gs]', pip install 'dvc[azure]', pip install 'dvc[ssh]', pip install 'dvc[gdrive]', pip install 'dvc[webdav]', pip install 'dvc[webhdfs]', pip install 'dvc[hdfs]', or pip install 'dvc[oss]'.python -c "import dvc; print(dvc.__version__)", dvc --help, and dvc version.sub-skills/data-and-pipelines/SKILL.md: use for dvc init, dvc add, .dvc files, dvc.yaml, dvc.lock, dvc stage add, dvc repro, dvc status, dvc diff, dvc dag, .dvcignore, and safe pipeline planning.sub-skills/experiments/SKILL.md: use for dvc exp run/show/diff/apply/branch/save/push/pull/remove/rename/clean, queued sweeps, Hydra/set-param runs, and experiment table troubleshooting.sub-skills/remotes-and-cache/SKILL.md: use for dvc remote, storage extras, push, pull, fetch, cloud status, cache configuration, gc, unprotect, import-url, get-url, and missing backend/credential failures.sub-skills/metrics-params-plots/SKILL.md: use for dvc metrics, dvc params, dvc plots, stage metric/plot/param declarations, JSON/Markdown/Vega reporting, and API summaries of metrics or params.sub-skills/python-api/SKILL.md: use for dvc.api.open, read, get_url, DVCFileSystem, Repo automation, and Python exception handling around DVC data access.sub-skills/repo-development/SKILL.md: use only when editing or reviewing the DVC source repository, selecting focused tests, changing CLI command internals, updating package metadata, or maintaining contribution workflows.references/troubleshooting.md for install/import, optional extra, no-repo, remote/cache, and command-routing failures that span several sub-skills.references/repo-provenance.md before deciding whether this skill matches a current DVC checkout or should be refreshed.references/repo-routing-metadata.json only when importing this skill through DisCo's managed repo-skills-router.scripts/check_dvc_install.py --help for a safe local package and CLI smoke-check helper.dvc[all].repo-development guidance; public runtime workflows should not depend on the original checkout.dvc repro --dry, helper scripts, or CLI --help before expensive or destructive workflow changes.dvc imports.dvc.* internals for user projects when a public CLI, dvc.api, or Repo method covers the task.