计划执行与检查节点
executing-plans
按既定实施计划完成工作,保持过程检查和反馈。
platform-ops【效率与协作】Mage CLI, startup, runtime environment, authentication, logging, and production operations.
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Use this route for installation, project bootstrap, server startup, pipeline execution, maintenance commands, and production/runtime settings.
pip, or condamage init, mage start, mage runclean-cached-variables and clean-old-logscreate-spark-cluster when the user explicitly wants EMR provisioningpipeline-authoringio_config.yaml, which belong in batch-integrationsstreamingdbt-workflowsai-workflowsmage command output, or mage_ai.runRead references/cli-and-runtime.md for the command matrix, runtime environment variables, and the differences between local, Docker, and production-style startup.
../../scripts/smoke_cli.py — safe import and CLI help check../../scripts/check_project_layout.py — safe project-path inspection without mutationmage start and mage run expect the repo path to be resolved before database and server setup.create-spark-cluster has AWS/EMR side effects; only use it when the user explicitly wants cluster provisioning.