{
  "$defs": {
    "AssetAliasLeaf": {
      "additionalProperties": false,
      "properties": {
        "op": {
          "const": "alias",
          "title": "Op",
          "type": "string"
        },
        "name": {
          "minLength": 1,
          "title": "Name",
          "type": "string"
        }
      },
      "required": [
        "op",
        "name"
      ],
      "title": "AssetAliasLeaf",
      "type": "object"
    },
    "AssetAndTimeScheduleSpec": {
      "additionalProperties": false,
      "description": "Airflow >= 3.4: scheduled run happens only once the assets were updated.",
      "properties": {
        "type": {
          "const": "assets_and_time",
          "title": "Type",
          "type": "string"
        },
        "expression": {
          "discriminator": {
            "mapping": {
              "alias": "#/$defs/AssetAliasLeaf",
              "all": "#/$defs/AssetCombination",
              "any": "#/$defs/AssetCombination",
              "asset": "#/$defs/AssetLeaf"
            },
            "propertyName": "op"
          },
          "oneOf": [
            {
              "$ref": "#/$defs/AssetLeaf"
            },
            {
              "$ref": "#/$defs/AssetAliasLeaf"
            },
            {
              "$ref": "#/$defs/AssetCombination"
            }
          ],
          "title": "Expression"
        },
        "time": {
          "discriminator": {
            "mapping": {
              "cron": "#/$defs/CronSchedule",
              "events": "#/$defs/EventsSchedule",
              "interval": "#/$defs/IntervalSchedule",
              "multi_cron": "#/$defs/MultiCronSchedule",
              "preset": "#/$defs/PresetSchedule"
            },
            "propertyName": "type"
          },
          "oneOf": [
            {
              "$ref": "#/$defs/PresetSchedule"
            },
            {
              "$ref": "#/$defs/CronSchedule"
            },
            {
              "$ref": "#/$defs/IntervalSchedule"
            },
            {
              "$ref": "#/$defs/MultiCronSchedule"
            },
            {
              "$ref": "#/$defs/EventsSchedule"
            }
          ],
          "title": "Time"
        }
      },
      "required": [
        "type",
        "expression",
        "time"
      ],
      "title": "AssetAndTimeScheduleSpec",
      "type": "object"
    },
    "AssetCombination": {
      "additionalProperties": false,
      "properties": {
        "op": {
          "enum": [
            "all",
            "any"
          ],
          "title": "Op",
          "type": "string"
        },
        "items": {
          "items": {
            "discriminator": {
              "mapping": {
                "alias": "#/$defs/AssetAliasLeaf",
                "all": "#/$defs/AssetCombination",
                "any": "#/$defs/AssetCombination",
                "asset": "#/$defs/AssetLeaf"
              },
              "propertyName": "op"
            },
            "oneOf": [
              {
                "$ref": "#/$defs/AssetLeaf"
              },
              {
                "$ref": "#/$defs/AssetAliasLeaf"
              },
              {
                "$ref": "#/$defs/AssetCombination"
              }
            ]
          },
          "minItems": 1,
          "title": "Items",
          "type": "array"
        }
      },
      "required": [
        "op",
        "items"
      ],
      "title": "AssetCombination",
      "type": "object"
    },
    "AssetLeaf": {
      "additionalProperties": false,
      "properties": {
        "op": {
          "const": "asset",
          "title": "Op",
          "type": "string"
        },
        "asset": {
          "$ref": "#/$defs/AssetRef"
        }
      },
      "required": [
        "op",
        "asset"
      ],
      "title": "AssetLeaf",
      "type": "object"
    },
    "AssetOrTimeScheduleSpec": {
      "additionalProperties": false,
      "description": "Run on the time schedule *or* when the assets update.",
      "properties": {
        "type": {
          "const": "assets_or_time",
          "title": "Type",
          "type": "string"
        },
        "expression": {
          "discriminator": {
            "mapping": {
              "alias": "#/$defs/AssetAliasLeaf",
              "all": "#/$defs/AssetCombination",
              "any": "#/$defs/AssetCombination",
              "asset": "#/$defs/AssetLeaf"
            },
            "propertyName": "op"
          },
          "oneOf": [
            {
              "$ref": "#/$defs/AssetLeaf"
            },
            {
              "$ref": "#/$defs/AssetAliasLeaf"
            },
            {
              "$ref": "#/$defs/AssetCombination"
            }
          ],
          "title": "Expression"
        },
        "time": {
          "discriminator": {
            "mapping": {
              "cron": "#/$defs/CronSchedule",
              "events": "#/$defs/EventsSchedule",
              "interval": "#/$defs/IntervalSchedule",
              "multi_cron": "#/$defs/MultiCronSchedule",
              "preset": "#/$defs/PresetSchedule"
            },
            "propertyName": "type"
          },
          "oneOf": [
            {
              "$ref": "#/$defs/PresetSchedule"
            },
            {
              "$ref": "#/$defs/CronSchedule"
            },
            {
              "$ref": "#/$defs/IntervalSchedule"
            },
            {
              "$ref": "#/$defs/MultiCronSchedule"
            },
            {
              "$ref": "#/$defs/EventsSchedule"
            }
          ],
          "title": "Time"
        }
      },
      "required": [
        "type",
        "expression",
        "time"
      ],
      "title": "AssetOrTimeScheduleSpec",
      "type": "object"
    },
    "AssetRef": {
      "additionalProperties": false,
      "properties": {
        "name": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Name"
        },
        "uri": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Uri"
        },
        "group": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Group"
        },
        "extra": {
          "additionalProperties": true,
          "title": "Extra",
          "type": "object"
        },
        "watchers": {
          "items": {
            "$ref": "#/$defs/AssetWatcherSpec"
          },
          "title": "Watchers",
          "type": "array"
        }
      },
      "title": "AssetRef",
      "type": "object"
    },
    "AssetSchedule": {
      "additionalProperties": false,
      "properties": {
        "type": {
          "const": "assets",
          "title": "Type",
          "type": "string"
        },
        "expression": {
          "discriminator": {
            "mapping": {
              "alias": "#/$defs/AssetAliasLeaf",
              "all": "#/$defs/AssetCombination",
              "any": "#/$defs/AssetCombination",
              "asset": "#/$defs/AssetLeaf"
            },
            "propertyName": "op"
          },
          "oneOf": [
            {
              "$ref": "#/$defs/AssetLeaf"
            },
            {
              "$ref": "#/$defs/AssetAliasLeaf"
            },
            {
              "$ref": "#/$defs/AssetCombination"
            }
          ],
          "title": "Expression"
        },
        "batch_asset_events": {
          "anyOf": [
            {
              "type": "boolean"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Airflow >= 3.4: batch events into one run (default per event).",
          "title": "Batch Asset Events"
        }
      },
      "required": [
        "type",
        "expression"
      ],
      "title": "AssetSchedule",
      "type": "object"
    },
    "AssetWatcherSpec": {
      "additionalProperties": false,
      "description": "Event-driven scheduling: ``AssetWatcher(trigger=MessageQueueTrigger(...))``.",
      "properties": {
        "name": {
          "maxLength": 250,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_.-]+$",
          "title": "Name",
          "type": "string"
        },
        "scheme": {
          "examples": [
            "sqs",
            "kafka",
            "redis+pubsub",
            "google+pubsub",
            "azure+servicebus",
            "kinesis"
          ],
          "pattern": "^[a-z0-9+.-]+$",
          "title": "Scheme",
          "type": "string"
        },
        "kwargs": {
          "description": "Provider specific MessageQueueTrigger kwargs.",
          "patternProperties": {
            "^[A-Za-z_][A-Za-z0-9_]*$": {}
          },
          "propertyNames": {
            "maxLength": 100
          },
          "title": "Kwargs",
          "type": "object"
        }
      },
      "required": [
        "name",
        "scheme"
      ],
      "title": "AssetWatcherSpec",
      "type": "object"
    },
    "BlueprintNode": {
      "additionalProperties": false,
      "description": "A step built from an Astronomer Blueprint template (``airflow-blueprint``).\n\nA blueprint is a reusable ``Blueprint[Config]`` class with a Pydantic config model whose\n``render()`` returns a task or a TaskGroup. The generated DAG imports ``class_path``, sets\n``step_id`` on an instance and calls ``render(Config(**config))``, the way the blueprint\nproject documents its use in Python DAGs. Edges to and from the node depend on the whole\nrendered step. The Airflow environment needs ``airflow-blueprint`` and the template.",
      "properties": {
        "id": {
          "maxLength": 100,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_-]+$",
          "title": "Id",
          "type": "string"
        },
        "label": {
          "anyOf": [
            {
              "maxLength": 200,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas label only.",
          "title": "Label"
        },
        "icon": {
          "anyOf": [
            {
              "pattern": "^(builtin|custom|package):[a-z0-9][a-z0-9-]{0,80}$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas icon only (builtin:<logo> or custom:<name>); overrides the default.",
          "title": "Icon"
        },
        "parent_group": {
          "anyOf": [
            {
              "maxLength": 100,
              "minLength": 1,
              "pattern": "^[A-Za-z0-9_-]+$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Id of a task_group node.",
          "title": "Parent Group"
        },
        "position": {
          "$ref": "#/$defs/Position"
        },
        "kind": {
          "const": "blueprint",
          "title": "Kind",
          "type": "string"
        },
        "step_id": {
          "description": "Task or group id the blueprint renders under.",
          "maxLength": 250,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_.-]+$",
          "title": "Step Id",
          "type": "string"
        },
        "blueprint": {
          "description": "Registered blueprint name (snake_case), as `blueprint list` shows it.",
          "maxLength": 100,
          "pattern": "^[a-z][a-z0-9_]*$",
          "title": "Blueprint",
          "type": "string"
        },
        "version": {
          "default": 1,
          "description": "Blueprint version the step is pinned to.",
          "minimum": 1,
          "title": "Version",
          "type": "integer"
        },
        "class_path": {
          "description": "Importable path of the Blueprint class (module.Class).",
          "maxLength": 300,
          "pattern": "^[A-Za-z_][A-Za-z0-9_]*(\\.[A-Za-z_][A-Za-z0-9_]*)+$",
          "title": "Class Path",
          "type": "string"
        },
        "config_class": {
          "anyOf": [
            {
              "maxLength": 100,
              "pattern": "^[A-Za-z_][A-Za-z0-9_]*$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Name of the config model in the blueprint's module; omitted: the generated code asks the class for it (get_config_type()).",
          "title": "Config Class"
        },
        "config": {
          "additionalProperties": true,
          "description": "Config values, validated against the blueprint's config schema. Plain JSON values only (no XCom references or tagged values).",
          "title": "Config",
          "type": "object"
        },
        "disabled": {
          "default": false,
          "description": "Excluded from the generated DAG (kept on the canvas).",
          "title": "Disabled",
          "type": "boolean"
        }
      },
      "required": [
        "id",
        "kind",
        "step_id",
        "blueprint",
        "class_path"
      ],
      "title": "BlueprintNode",
      "type": "object"
    },
    "CallbackRef": {
      "additionalProperties": false,
      "description": "A notifier instance (``BaseNotifier`` subclass from the catalog).",
      "properties": {
        "notifier": {
          "examples": [
            "airflow.providers.slack.notifications.slack.SlackNotifier"
          ],
          "pattern": "^[A-Za-z_][A-Za-z0-9_]*(\\.[A-Za-z_][A-Za-z0-9_]*)+$",
          "title": "Notifier",
          "type": "string"
        },
        "params": {
          "patternProperties": {
            "^[A-Za-z_][A-Za-z0-9_]*$": {}
          },
          "propertyNames": {
            "maxLength": 100
          },
          "title": "Params",
          "type": "object"
        }
      },
      "required": [
        "notifier"
      ],
      "title": "CallbackRef",
      "type": "object"
    },
    "Callbacks": {
      "additionalProperties": false,
      "properties": {
        "on_success": {
          "items": {
            "$ref": "#/$defs/CallbackRef"
          },
          "title": "On Success",
          "type": "array"
        },
        "on_failure": {
          "items": {
            "$ref": "#/$defs/CallbackRef"
          },
          "title": "On Failure",
          "type": "array"
        },
        "on_retry": {
          "items": {
            "$ref": "#/$defs/CallbackRef"
          },
          "title": "On Retry",
          "type": "array"
        },
        "on_execute": {
          "items": {
            "$ref": "#/$defs/CallbackRef"
          },
          "title": "On Execute",
          "type": "array"
        },
        "on_skipped": {
          "items": {
            "$ref": "#/$defs/CallbackRef"
          },
          "title": "On Skipped",
          "type": "array"
        }
      },
      "title": "Callbacks",
      "type": "object"
    },
    "CronSchedule": {
      "additionalProperties": false,
      "description": "``CronTriggerTimetable`` (default) or ``CronDataIntervalTimetable``.",
      "properties": {
        "type": {
          "const": "cron",
          "title": "Type",
          "type": "string"
        },
        "expression": {
          "examples": [
            "0 6 * * 1-5"
          ],
          "pattern": "^\\S+( \\S+){4,5}$",
          "title": "Expression",
          "type": "string"
        },
        "timezone": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "examples": [
            "UTC",
            "Europe/Istanbul"
          ],
          "title": "Timezone"
        },
        "data_interval": {
          "default": false,
          "description": "Airflow 2 semantics: logical date = start of the interval.",
          "title": "Data Interval",
          "type": "boolean"
        },
        "interval_seconds": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "CronTriggerTimetable(interval=...) data interval length.",
          "title": "Interval Seconds"
        },
        "run_immediately": {
          "default": false,
          "title": "Run Immediately",
          "type": "boolean"
        }
      },
      "required": [
        "type",
        "expression"
      ],
      "title": "CronSchedule",
      "type": "object"
    },
    "CustomNode": {
      "additionalProperties": false,
      "description": "Node provided by an extension handler (entry point group ``autoair.node_kinds``).",
      "properties": {
        "id": {
          "maxLength": 100,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_-]+$",
          "title": "Id",
          "type": "string"
        },
        "label": {
          "anyOf": [
            {
              "maxLength": 200,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas label only.",
          "title": "Label"
        },
        "icon": {
          "anyOf": [
            {
              "pattern": "^(builtin|custom|package):[a-z0-9][a-z0-9-]{0,80}$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas icon only (builtin:<logo> or custom:<name>); overrides the default.",
          "title": "Icon"
        },
        "parent_group": {
          "anyOf": [
            {
              "maxLength": 100,
              "minLength": 1,
              "pattern": "^[A-Za-z0-9_-]+$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Id of a task_group node.",
          "title": "Parent Group"
        },
        "position": {
          "$ref": "#/$defs/Position"
        },
        "task_id": {
          "maxLength": 250,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_.-]+$",
          "title": "Task Id",
          "type": "string"
        },
        "trigger_rule": {
          "anyOf": [
            {
              "enum": [
                "all_success",
                "all_failed",
                "all_done",
                "all_done_min_one_success",
                "all_skipped",
                "one_success",
                "one_done",
                "one_failed",
                "none_failed",
                "none_failed_min_one_success",
                "none_skipped",
                "always",
                "all_done_setup_success"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Trigger Rule"
        },
        "retries": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retries"
        },
        "retry_delay_seconds": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retry Delay Seconds"
        },
        "execution_timeout_seconds": {
          "anyOf": [
            {
              "exclusiveMinimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Execution Timeout Seconds"
        },
        "pool": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Pool"
        },
        "pool_slots": {
          "anyOf": [
            {
              "minimum": 1,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Pool Slots"
        },
        "queue": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Queue"
        },
        "owner": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Owner"
        },
        "doc_md": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Doc Md"
        },
        "outlets": {
          "items": {
            "$ref": "#/$defs/AssetRef"
          },
          "title": "Outlets",
          "type": "array"
        },
        "inlets": {
          "items": {
            "$ref": "#/$defs/AssetRef"
          },
          "title": "Inlets",
          "type": "array"
        },
        "mapping": {
          "anyOf": [
            {
              "$ref": "#/$defs/MappingSpec"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        },
        "is_setup": {
          "default": false,
          "title": "Is Setup",
          "type": "boolean"
        },
        "is_teardown": {
          "default": false,
          "title": "Is Teardown",
          "type": "boolean"
        },
        "callbacks": {
          "$ref": "#/$defs/Callbacks"
        },
        "retry_policy": {
          "anyOf": [
            {
              "$ref": "#/$defs/RetryPolicySpec"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        },
        "retry_exponential_backoff": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retry Exponential Backoff"
        },
        "priority_weight": {
          "anyOf": [
            {
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Priority Weight"
        },
        "weight_rule": {
          "anyOf": [
            {
              "enum": [
                "downstream",
                "upstream",
                "absolute"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Weight Rule"
        },
        "task_display_name": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Task Display Name"
        },
        "executor": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Executor"
        },
        "executor_config": {
          "anyOf": [
            {
              "additionalProperties": true,
              "type": "object"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Executor Config"
        },
        "max_active_tis_per_dagrun": {
          "anyOf": [
            {
              "minimum": 1,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Max Active Tis Per Dagrun"
        },
        "depends_on_past": {
          "anyOf": [
            {
              "type": "boolean"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Depends On Past"
        },
        "disabled": {
          "default": false,
          "description": "Excluded from the generated DAG (kept on the canvas).",
          "title": "Disabled",
          "type": "boolean"
        },
        "lineage": {
          "default": "inherit",
          "description": "OpenLineage selective enable/disable for this task.",
          "enum": [
            "inherit",
            "enabled",
            "disabled"
          ],
          "title": "Lineage",
          "type": "string"
        },
        "template_ref": {
          "anyOf": [
            {
              "$ref": "#/$defs/TemplateRef"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Operator template (blueprint) this task was created from; validation enforces the template's locked fields. Not part of the generated DAG."
        },
        "kind": {
          "const": "custom",
          "title": "Kind",
          "type": "string"
        },
        "handler": {
          "pattern": "^[a-z0-9_.-]+$",
          "title": "Handler",
          "type": "string"
        },
        "config": {
          "additionalProperties": true,
          "title": "Config",
          "type": "object"
        }
      },
      "required": [
        "id",
        "task_id",
        "kind",
        "handler"
      ],
      "title": "CustomNode",
      "type": "object"
    },
    "DagParam": {
      "additionalProperties": false,
      "description": "``airflow.sdk.Param`` \u2014 JSON Schema validated, rendered in Airflow's trigger form.",
      "properties": {
        "default": {
          "default": null,
          "title": "Default"
        },
        "type": {
          "anyOf": [
            {
              "enum": [
                "string",
                "number",
                "integer",
                "boolean",
                "array",
                "object",
                "null"
              ],
              "type": "string"
            },
            {
              "items": {
                "enum": [
                  "string",
                  "number",
                  "integer",
                  "boolean",
                  "array",
                  "object",
                  "null"
                ],
                "type": "string"
              },
              "type": "array"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Type"
        },
        "title": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Title"
        },
        "description": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Description"
        },
        "description_md": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Description Md"
        },
        "section": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Section"
        },
        "format": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "examples": [
            "date",
            "date-time",
            "time",
            "duration",
            "multiline",
            "email"
          ],
          "title": "Format"
        },
        "enum": {
          "anyOf": [
            {
              "items": {},
              "type": "array"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Enum"
        },
        "values_display": {
          "anyOf": [
            {
              "additionalProperties": {
                "type": "string"
              },
              "type": "object"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Values Display"
        },
        "examples": {
          "anyOf": [
            {
              "items": {},
              "type": "array"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Examples"
        },
        "minimum": {
          "anyOf": [
            {
              "type": "integer"
            },
            {
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Minimum"
        },
        "maximum": {
          "anyOf": [
            {
              "type": "integer"
            },
            {
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Maximum"
        },
        "min_length": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Min Length"
        },
        "max_length": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Max Length"
        },
        "pattern": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Pattern"
        },
        "items": {
          "anyOf": [
            {
              "additionalProperties": true,
              "type": "object"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Items"
        },
        "const": {
          "default": null,
          "title": "Const"
        }
      },
      "title": "DagParam",
      "type": "object"
    },
    "DagSource": {
      "additionalProperties": false,
      "description": "How the DAG file of a spec-backed DAG is written (python output mode only).\n\n``generate`` writes the file AutoAir generates from the spec; ``preserve`` applies each\nchange to the existing (hand-written) file as a minimal patch and keeps its comments,\nformatting and ordering; ``strict-preserve`` is preserve that refuses every change it\ncannot apply exactly. ``auto``: preserve for DAGs that come from hand-written Python\n(imported or applied in the code mode), generate for DAGs built in AutoAir.",
      "properties": {
        "policy": {
          "default": "auto",
          "description": "auto | generate | preserve | strict-preserve (see the model description).",
          "enum": [
            "auto",
            "generate",
            "preserve",
            "strict-preserve"
          ],
          "title": "Policy",
          "type": "string"
        },
        "origin": {
          "default": "autoair",
          "description": "autoair: built in AutoAir; python: imported from or edited as a hand-written Python file (makes 'auto' preserve).",
          "enum": [
            "autoair",
            "python"
          ],
          "title": "Origin",
          "type": "string"
        },
        "code": {
          "anyOf": [
            {
              "maxLength": 2000000,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "The hand-written file this spec was last imported from or applied in the code mode. Preserve patches it when the deploy target has no newer version of the file. Writing it needs the 'code:raw' permission (it is arbitrary Python).",
          "title": "Code"
        },
        "base_sha": {
          "anyOf": [
            {
              "pattern": "^[0-9a-f]{64}$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "sha256 of the file the editor started from (the imported file). Equal to the hash of `code`: the code is that file unchanged; different: it was edited in the code mode, so a merge with changes made outside AutoAir uses the version deployed last as the common ancestor.",
          "title": "Base Sha"
        }
      },
      "title": "DagSource",
      "type": "object"
    },
    "DeadlineSpec": {
      "additionalProperties": false,
      "description": "Airflow >= 3.1 ``DeadlineAlert``.",
      "properties": {
        "name": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Name"
        },
        "reference": {
          "default": "dagrun_queued_at",
          "enum": [
            "dagrun_queued_at",
            "dagrun_logical_date",
            "fixed_datetime",
            "average_runtime"
          ],
          "title": "Reference",
          "type": "string"
        },
        "interval_seconds": {
          "title": "Interval Seconds",
          "type": "number"
        },
        "fixed_datetime": {
          "anyOf": [
            {
              "format": "date-time",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Fixed Datetime"
        },
        "average_max_runs": {
          "anyOf": [
            {
              "minimum": 1,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Average Max Runs"
        },
        "callback": {
          "$ref": "#/$defs/CallbackRef"
        },
        "synchronous": {
          "default": false,
          "title": "Synchronous",
          "type": "boolean"
        }
      },
      "required": [
        "interval_seconds",
        "callback"
      ],
      "title": "DeadlineSpec",
      "type": "object"
    },
    "DefaultArgs": {
      "additionalProperties": false,
      "properties": {
        "owner": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Owner"
        },
        "retries": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retries"
        },
        "retry_delay_seconds": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retry Delay Seconds"
        },
        "execution_timeout_seconds": {
          "anyOf": [
            {
              "exclusiveMinimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Execution Timeout Seconds"
        },
        "depends_on_past": {
          "anyOf": [
            {
              "type": "boolean"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Depends On Past"
        },
        "email": {
          "anyOf": [
            {
              "items": {
                "type": "string"
              },
              "type": "array"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Email"
        },
        "email_on_failure": {
          "anyOf": [
            {
              "type": "boolean"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Email On Failure"
        },
        "pool": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Pool"
        },
        "queue": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Queue"
        }
      },
      "title": "DefaultArgs",
      "type": "object"
    },
    "Edge": {
      "additionalProperties": false,
      "properties": {
        "id": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Id"
        },
        "source": {
          "maxLength": 100,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_-]+$",
          "title": "Source",
          "type": "string"
        },
        "target": {
          "maxLength": 100,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_-]+$",
          "title": "Target",
          "type": "string"
        },
        "label": {
          "anyOf": [
            {
              "maxLength": 200,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Label"
        }
      },
      "required": [
        "source",
        "target"
      ],
      "title": "Edge",
      "type": "object"
    },
    "EnvironmentOverlay": {
      "additionalProperties": false,
      "description": "Per-environment overrides applied at deploy time (dev / staging / prod...).",
      "properties": {
        "schedule": {
          "anyOf": [
            {
              "discriminator": {
                "mapping": {
                  "assets": "#/$defs/AssetSchedule",
                  "assets_and_time": "#/$defs/AssetAndTimeScheduleSpec",
                  "assets_or_time": "#/$defs/AssetOrTimeScheduleSpec",
                  "cron": "#/$defs/CronSchedule",
                  "events": "#/$defs/EventsSchedule",
                  "interval": "#/$defs/IntervalSchedule",
                  "multi_cron": "#/$defs/MultiCronSchedule",
                  "none": "#/$defs/NoSchedule",
                  "partitioned_assets": "#/$defs/PartitionedAssetSchedule",
                  "partitioned_cron": "#/$defs/PartitionedCronSchedule",
                  "preset": "#/$defs/PresetSchedule"
                },
                "propertyName": "type"
              },
              "oneOf": [
                {
                  "$ref": "#/$defs/NoSchedule"
                },
                {
                  "$ref": "#/$defs/PresetSchedule"
                },
                {
                  "$ref": "#/$defs/CronSchedule"
                },
                {
                  "$ref": "#/$defs/IntervalSchedule"
                },
                {
                  "$ref": "#/$defs/MultiCronSchedule"
                },
                {
                  "$ref": "#/$defs/EventsSchedule"
                },
                {
                  "$ref": "#/$defs/AssetSchedule"
                },
                {
                  "$ref": "#/$defs/AssetOrTimeScheduleSpec"
                },
                {
                  "$ref": "#/$defs/AssetAndTimeScheduleSpec"
                },
                {
                  "$ref": "#/$defs/PartitionedCronSchedule"
                },
                {
                  "$ref": "#/$defs/PartitionedAssetSchedule"
                }
              ]
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Schedule"
        },
        "is_paused_upon_creation": {
          "anyOf": [
            {
              "type": "boolean"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Is Paused Upon Creation"
        },
        "tags": {
          "anyOf": [
            {
              "items": {
                "type": "string"
              },
              "type": "array"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Tags"
        },
        "default_args": {
          "anyOf": [
            {
              "$ref": "#/$defs/DefaultArgs"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        },
        "params_defaults": {
          "patternProperties": {
            "^[A-Za-z_][A-Za-z0-9_]*$": {}
          },
          "propertyNames": {
            "maxLength": 100
          },
          "title": "Params Defaults",
          "type": "object"
        },
        "max_active_runs": {
          "anyOf": [
            {
              "minimum": 1,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Max Active Runs"
        },
        "connections": {
          "description": "Logical connection id -> this environment's Airflow connection id (substituted in *_conn_id parameters, Jinja `conn.<id>` and Python hook calls; see autoair.spec.env_mapping).",
          "patternProperties": {
            "^[A-Za-z0-9_.-]+$": {
              "maxLength": 250,
              "minLength": 1,
              "pattern": "^[A-Za-z0-9_.-]+$",
              "type": "string"
            }
          },
          "propertyNames": {
            "maxLength": 250,
            "minLength": 1
          },
          "title": "Connections",
          "type": "object"
        },
        "variables": {
          "description": "Logical Variable key -> this environment's Variable key (Jinja `var.value.<key>` / `var.json.<key>` and `Variable.get(\"<key>\")`).",
          "patternProperties": {
            "^[A-Za-z0-9_.-]+$": {
              "maxLength": 250,
              "minLength": 1,
              "pattern": "^[A-Za-z0-9_.-]+$",
              "type": "string"
            }
          },
          "propertyNames": {
            "maxLength": 250,
            "minLength": 1
          },
          "title": "Variables",
          "type": "object"
        }
      },
      "title": "EnvironmentOverlay",
      "type": "object"
    },
    "EventsSchedule": {
      "additionalProperties": false,
      "properties": {
        "type": {
          "const": "events",
          "title": "Type",
          "type": "string"
        },
        "dates": {
          "items": {
            "format": "date-time",
            "type": "string"
          },
          "minItems": 1,
          "title": "Dates",
          "type": "array"
        },
        "restrict_to_events": {
          "default": false,
          "title": "Restrict To Events",
          "type": "boolean"
        },
        "description": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Description"
        }
      },
      "required": [
        "type",
        "dates"
      ],
      "title": "EventsSchedule",
      "type": "object"
    },
    "IntervalSchedule": {
      "additionalProperties": false,
      "description": "``DeltaTriggerTimetable`` (default) or ``DeltaDataIntervalTimetable``.",
      "properties": {
        "type": {
          "const": "interval",
          "title": "Type",
          "type": "string"
        },
        "seconds": {
          "exclusiveMinimum": 0,
          "title": "Seconds",
          "type": "integer"
        },
        "data_interval": {
          "default": false,
          "title": "Data Interval",
          "type": "boolean"
        }
      },
      "required": [
        "type",
        "seconds"
      ],
      "title": "IntervalSchedule",
      "type": "object"
    },
    "LoopSpec": {
      "additionalProperties": false,
      "description": "Airflow >= 3.4 Task Loop: repeat the group's tasks (``@task_group ... .loop()``).\n\nThe body must have exactly one terminal task; its return value is ``loop.result`` for\nthe ``until`` condition and ``loop.previous`` for the next iteration.",
      "properties": {
        "max_iterations": {
          "maximum": 10000,
          "minimum": 1,
          "title": "Max Iterations",
          "type": "integer"
        },
        "until_code": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Body of the stop condition (`loop`, `ti`, `params`, ... are available); return True to stop. Omit for a fixed-count loop.",
          "title": "Until Code"
        },
        "until_name": {
          "default": "until_done",
          "maxLength": 100,
          "pattern": "^[A-Za-z_][A-Za-z0-9_]*$",
          "title": "Until Name",
          "type": "string"
        }
      },
      "required": [
        "max_iterations"
      ],
      "title": "LoopSpec",
      "type": "object"
    },
    "MappingSpec": {
      "additionalProperties": false,
      "description": "Dynamic task mapping.\n\n* ``expand``: ``Op.partial(...).expand(**expand)`` \u2014 values are lists or XCom refs;\n  those argument names are removed from the node's regular params.\n* ``expand_kwargs``: ``Op.partial(...).expand_kwargs(<xcom ref to a list of dicts>)``.",
      "properties": {
        "expand": {
          "patternProperties": {
            "^[A-Za-z_][A-Za-z0-9_]*$": {}
          },
          "propertyNames": {
            "maxLength": 100
          },
          "title": "Expand",
          "type": "object"
        },
        "expand_kwargs": {
          "default": null,
          "title": "Expand Kwargs"
        },
        "map_index_template": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Map Index Template"
        }
      },
      "title": "MappingSpec",
      "type": "object"
    },
    "MultiCronSchedule": {
      "additionalProperties": false,
      "properties": {
        "type": {
          "const": "multi_cron",
          "title": "Type",
          "type": "string"
        },
        "expressions": {
          "items": {
            "examples": [
              "0 6 * * 1-5"
            ],
            "pattern": "^\\S+( \\S+){4,5}$",
            "type": "string"
          },
          "minItems": 1,
          "title": "Expressions",
          "type": "array"
        },
        "timezone": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Timezone"
        }
      },
      "required": [
        "type",
        "expressions"
      ],
      "title": "MultiCronSchedule",
      "type": "object"
    },
    "NoSchedule": {
      "additionalProperties": false,
      "properties": {
        "type": {
          "const": "none",
          "title": "Type",
          "type": "string"
        }
      },
      "required": [
        "type"
      ],
      "title": "NoSchedule",
      "type": "object"
    },
    "NoteNode": {
      "additionalProperties": false,
      "description": "Sticky note on the canvas. Not a task; optionally appended to the DAG docs.",
      "properties": {
        "id": {
          "maxLength": 100,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_-]+$",
          "title": "Id",
          "type": "string"
        },
        "label": {
          "anyOf": [
            {
              "maxLength": 200,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas label only.",
          "title": "Label"
        },
        "icon": {
          "anyOf": [
            {
              "pattern": "^(builtin|custom|package):[a-z0-9][a-z0-9-]{0,80}$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas icon only (builtin:<logo> or custom:<name>); overrides the default.",
          "title": "Icon"
        },
        "parent_group": {
          "anyOf": [
            {
              "maxLength": 100,
              "minLength": 1,
              "pattern": "^[A-Za-z0-9_-]+$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Id of a task_group node.",
          "title": "Parent Group"
        },
        "position": {
          "$ref": "#/$defs/Position"
        },
        "kind": {
          "const": "note",
          "title": "Kind",
          "type": "string"
        },
        "text": {
          "default": "",
          "maxLength": 20000,
          "title": "Text",
          "type": "string"
        },
        "color": {
          "anyOf": [
            {
              "pattern": "^[a-z]+$|^#[0-9a-fA-F]{6}$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Color"
        },
        "include_in_docs": {
          "default": false,
          "title": "Include In Docs",
          "type": "boolean"
        }
      },
      "required": [
        "id",
        "kind"
      ],
      "title": "NoteNode",
      "type": "object"
    },
    "OperatorNode": {
      "additionalProperties": false,
      "description": "Any ``BaseOperator`` subclass discovered by the operator catalog.",
      "properties": {
        "id": {
          "maxLength": 100,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_-]+$",
          "title": "Id",
          "type": "string"
        },
        "label": {
          "anyOf": [
            {
              "maxLength": 200,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas label only.",
          "title": "Label"
        },
        "icon": {
          "anyOf": [
            {
              "pattern": "^(builtin|custom|package):[a-z0-9][a-z0-9-]{0,80}$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas icon only (builtin:<logo> or custom:<name>); overrides the default.",
          "title": "Icon"
        },
        "parent_group": {
          "anyOf": [
            {
              "maxLength": 100,
              "minLength": 1,
              "pattern": "^[A-Za-z0-9_-]+$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Id of a task_group node.",
          "title": "Parent Group"
        },
        "position": {
          "$ref": "#/$defs/Position"
        },
        "task_id": {
          "maxLength": 250,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_.-]+$",
          "title": "Task Id",
          "type": "string"
        },
        "trigger_rule": {
          "anyOf": [
            {
              "enum": [
                "all_success",
                "all_failed",
                "all_done",
                "all_done_min_one_success",
                "all_skipped",
                "one_success",
                "one_done",
                "one_failed",
                "none_failed",
                "none_failed_min_one_success",
                "none_skipped",
                "always",
                "all_done_setup_success"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Trigger Rule"
        },
        "retries": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retries"
        },
        "retry_delay_seconds": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retry Delay Seconds"
        },
        "execution_timeout_seconds": {
          "anyOf": [
            {
              "exclusiveMinimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Execution Timeout Seconds"
        },
        "pool": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Pool"
        },
        "pool_slots": {
          "anyOf": [
            {
              "minimum": 1,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Pool Slots"
        },
        "queue": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Queue"
        },
        "owner": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Owner"
        },
        "doc_md": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Doc Md"
        },
        "outlets": {
          "items": {
            "$ref": "#/$defs/AssetRef"
          },
          "title": "Outlets",
          "type": "array"
        },
        "inlets": {
          "items": {
            "$ref": "#/$defs/AssetRef"
          },
          "title": "Inlets",
          "type": "array"
        },
        "mapping": {
          "anyOf": [
            {
              "$ref": "#/$defs/MappingSpec"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        },
        "is_setup": {
          "default": false,
          "title": "Is Setup",
          "type": "boolean"
        },
        "is_teardown": {
          "default": false,
          "title": "Is Teardown",
          "type": "boolean"
        },
        "callbacks": {
          "$ref": "#/$defs/Callbacks"
        },
        "retry_policy": {
          "anyOf": [
            {
              "$ref": "#/$defs/RetryPolicySpec"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        },
        "retry_exponential_backoff": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retry Exponential Backoff"
        },
        "priority_weight": {
          "anyOf": [
            {
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Priority Weight"
        },
        "weight_rule": {
          "anyOf": [
            {
              "enum": [
                "downstream",
                "upstream",
                "absolute"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Weight Rule"
        },
        "task_display_name": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Task Display Name"
        },
        "executor": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Executor"
        },
        "executor_config": {
          "anyOf": [
            {
              "additionalProperties": true,
              "type": "object"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Executor Config"
        },
        "max_active_tis_per_dagrun": {
          "anyOf": [
            {
              "minimum": 1,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Max Active Tis Per Dagrun"
        },
        "depends_on_past": {
          "anyOf": [
            {
              "type": "boolean"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Depends On Past"
        },
        "disabled": {
          "default": false,
          "description": "Excluded from the generated DAG (kept on the canvas).",
          "title": "Disabled",
          "type": "boolean"
        },
        "lineage": {
          "default": "inherit",
          "description": "OpenLineage selective enable/disable for this task.",
          "enum": [
            "inherit",
            "enabled",
            "disabled"
          ],
          "title": "Lineage",
          "type": "string"
        },
        "template_ref": {
          "anyOf": [
            {
              "$ref": "#/$defs/TemplateRef"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Operator template (blueprint) this task was created from; validation enforces the template's locked fields. Not part of the generated DAG."
        },
        "kind": {
          "const": "operator",
          "title": "Kind",
          "type": "string"
        },
        "operator": {
          "examples": [
            "airflow.providers.standard.operators.bash.BashOperator"
          ],
          "pattern": "^[A-Za-z_][A-Za-z0-9_]*(\\.[A-Za-z_][A-Za-z0-9_]*)+$",
          "title": "Operator",
          "type": "string"
        },
        "params": {
          "patternProperties": {
            "^[A-Za-z_][A-Za-z0-9_]*$": {}
          },
          "propertyNames": {
            "maxLength": 100
          },
          "title": "Params",
          "type": "object"
        }
      },
      "required": [
        "id",
        "task_id",
        "kind",
        "operator"
      ],
      "title": "OperatorNode",
      "type": "object"
    },
    "PartitionedAssetSchedule": {
      "additionalProperties": false,
      "description": "Airflow >= 3.2 ``PartitionedAssetTimetable`` \u2014 consume partitioned asset events.",
      "properties": {
        "type": {
          "const": "partitioned_assets",
          "title": "Type",
          "type": "string"
        },
        "expression": {
          "discriminator": {
            "mapping": {
              "alias": "#/$defs/AssetAliasLeaf",
              "all": "#/$defs/AssetCombination",
              "any": "#/$defs/AssetCombination",
              "asset": "#/$defs/AssetLeaf"
            },
            "propertyName": "op"
          },
          "oneOf": [
            {
              "$ref": "#/$defs/AssetLeaf"
            },
            {
              "$ref": "#/$defs/AssetAliasLeaf"
            },
            {
              "$ref": "#/$defs/AssetCombination"
            }
          ],
          "title": "Expression"
        },
        "mapper": {
          "default": "identity",
          "enum": [
            "identity",
            "start_of_hour",
            "start_of_day",
            "start_of_week",
            "start_of_month",
            "start_of_quarter",
            "start_of_year"
          ],
          "title": "Mapper",
          "type": "string"
        },
        "timezone": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Timezone"
        }
      },
      "required": [
        "type",
        "expression"
      ],
      "title": "PartitionedAssetSchedule",
      "type": "object"
    },
    "PartitionedCronSchedule": {
      "additionalProperties": false,
      "description": "Airflow >= 3.2 ``CronPartitionTimetable`` \u2014 produces partitioned runs.",
      "properties": {
        "type": {
          "const": "partitioned_cron",
          "title": "Type",
          "type": "string"
        },
        "expression": {
          "examples": [
            "0 6 * * 1-5"
          ],
          "pattern": "^\\S+( \\S+){4,5}$",
          "title": "Expression",
          "type": "string"
        },
        "timezone": {
          "default": "UTC",
          "title": "Timezone",
          "type": "string"
        },
        "key_format": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Key Format"
        }
      },
      "required": [
        "type",
        "expression"
      ],
      "title": "PartitionedCronSchedule",
      "type": "object"
    },
    "Position": {
      "additionalProperties": false,
      "description": "Canvas geometry (relative to the parent group). Ignored by code generation.",
      "properties": {
        "x": {
          "default": 0,
          "title": "X",
          "type": "number"
        },
        "y": {
          "default": 0,
          "title": "Y",
          "type": "number"
        },
        "width": {
          "anyOf": [
            {
              "exclusiveMinimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Width"
        },
        "height": {
          "anyOf": [
            {
              "exclusiveMinimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Height"
        }
      },
      "title": "Position",
      "type": "object"
    },
    "PresetSchedule": {
      "additionalProperties": false,
      "properties": {
        "type": {
          "const": "preset",
          "title": "Type",
          "type": "string"
        },
        "preset": {
          "enum": [
            "@once",
            "@continuous",
            "@hourly",
            "@daily",
            "@weekly",
            "@monthly",
            "@quarterly",
            "@yearly"
          ],
          "title": "Preset",
          "type": "string"
        }
      },
      "required": [
        "type",
        "preset"
      ],
      "title": "PresetSchedule",
      "type": "object"
    },
    "PythonTaskNode": {
      "additionalProperties": false,
      "description": "A TaskFlow task whose body is user-supplied Python (privileged).\n\n``decorator`` selects ``@task``, ``@task.branch`` (return the downstream task id(s)\nto follow), ``@task.short_circuit`` (return falsy to skip downstream),\n``@task.virtualenv``, ``@task.sensor`` (return bool / PokeReturnValue),\n``@task.bash`` (return a command) and friends; ``decorator_kwargs`` are passed to it.",
      "properties": {
        "id": {
          "maxLength": 100,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_-]+$",
          "title": "Id",
          "type": "string"
        },
        "label": {
          "anyOf": [
            {
              "maxLength": 200,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas label only.",
          "title": "Label"
        },
        "icon": {
          "anyOf": [
            {
              "pattern": "^(builtin|custom|package):[a-z0-9][a-z0-9-]{0,80}$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas icon only (builtin:<logo> or custom:<name>); overrides the default.",
          "title": "Icon"
        },
        "parent_group": {
          "anyOf": [
            {
              "maxLength": 100,
              "minLength": 1,
              "pattern": "^[A-Za-z0-9_-]+$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Id of a task_group node.",
          "title": "Parent Group"
        },
        "position": {
          "$ref": "#/$defs/Position"
        },
        "task_id": {
          "maxLength": 250,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_.-]+$",
          "title": "Task Id",
          "type": "string"
        },
        "trigger_rule": {
          "anyOf": [
            {
              "enum": [
                "all_success",
                "all_failed",
                "all_done",
                "all_done_min_one_success",
                "all_skipped",
                "one_success",
                "one_done",
                "one_failed",
                "none_failed",
                "none_failed_min_one_success",
                "none_skipped",
                "always",
                "all_done_setup_success"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Trigger Rule"
        },
        "retries": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retries"
        },
        "retry_delay_seconds": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retry Delay Seconds"
        },
        "execution_timeout_seconds": {
          "anyOf": [
            {
              "exclusiveMinimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Execution Timeout Seconds"
        },
        "pool": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Pool"
        },
        "pool_slots": {
          "anyOf": [
            {
              "minimum": 1,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Pool Slots"
        },
        "queue": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Queue"
        },
        "owner": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Owner"
        },
        "doc_md": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Doc Md"
        },
        "outlets": {
          "items": {
            "$ref": "#/$defs/AssetRef"
          },
          "title": "Outlets",
          "type": "array"
        },
        "inlets": {
          "items": {
            "$ref": "#/$defs/AssetRef"
          },
          "title": "Inlets",
          "type": "array"
        },
        "mapping": {
          "anyOf": [
            {
              "$ref": "#/$defs/MappingSpec"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        },
        "is_setup": {
          "default": false,
          "title": "Is Setup",
          "type": "boolean"
        },
        "is_teardown": {
          "default": false,
          "title": "Is Teardown",
          "type": "boolean"
        },
        "callbacks": {
          "$ref": "#/$defs/Callbacks"
        },
        "retry_policy": {
          "anyOf": [
            {
              "$ref": "#/$defs/RetryPolicySpec"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        },
        "retry_exponential_backoff": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retry Exponential Backoff"
        },
        "priority_weight": {
          "anyOf": [
            {
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Priority Weight"
        },
        "weight_rule": {
          "anyOf": [
            {
              "enum": [
                "downstream",
                "upstream",
                "absolute"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Weight Rule"
        },
        "task_display_name": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Task Display Name"
        },
        "executor": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Executor"
        },
        "executor_config": {
          "anyOf": [
            {
              "additionalProperties": true,
              "type": "object"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Executor Config"
        },
        "max_active_tis_per_dagrun": {
          "anyOf": [
            {
              "minimum": 1,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Max Active Tis Per Dagrun"
        },
        "depends_on_past": {
          "anyOf": [
            {
              "type": "boolean"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Depends On Past"
        },
        "disabled": {
          "default": false,
          "description": "Excluded from the generated DAG (kept on the canvas).",
          "title": "Disabled",
          "type": "boolean"
        },
        "lineage": {
          "default": "inherit",
          "description": "OpenLineage selective enable/disable for this task.",
          "enum": [
            "inherit",
            "enabled",
            "disabled"
          ],
          "title": "Lineage",
          "type": "string"
        },
        "template_ref": {
          "anyOf": [
            {
              "$ref": "#/$defs/TemplateRef"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Operator template (blueprint) this task was created from; validation enforces the template's locked fields. Not part of the generated DAG."
        },
        "kind": {
          "const": "python_task",
          "title": "Kind",
          "type": "string"
        },
        "decorator": {
          "default": "task",
          "enum": [
            "task",
            "branch",
            "short_circuit",
            "virtualenv",
            "external_python",
            "branch_virtualenv",
            "branch_external_python",
            "sensor",
            "bash",
            "docker",
            "kubernetes",
            "stub",
            "llm",
            "agent",
            "llm_branch",
            "llm_sql"
          ],
          "title": "Decorator",
          "type": "string"
        },
        "decorator_kwargs": {
          "patternProperties": {
            "^[A-Za-z_][A-Za-z0-9_]*$": {}
          },
          "propertyNames": {
            "maxLength": 100
          },
          "title": "Decorator Kwargs",
          "type": "object"
        },
        "function_name": {
          "maxLength": 100,
          "pattern": "^[A-Za-z_][A-Za-z0-9_]*$",
          "title": "Function Name",
          "type": "string"
        },
        "arguments": {
          "description": "Keyword arguments; values may be XCom references.",
          "patternProperties": {
            "^[A-Za-z_][A-Za-z0-9_]*$": {}
          },
          "propertyNames": {
            "maxLength": 100
          },
          "title": "Arguments",
          "type": "object"
        },
        "extra_parameters": {
          "description": "Additional function parameters without a bound value (e.g. keys provided by expand_kwargs).",
          "items": {
            "maxLength": 100,
            "pattern": "^[A-Za-z_][A-Za-z0-9_]*$",
            "type": "string"
          },
          "title": "Extra Parameters",
          "type": "array"
        },
        "code": {
          "description": "Function body (statements). Use `return` to push XCom.",
          "title": "Code",
          "type": "string"
        },
        "multiple_outputs": {
          "default": false,
          "title": "Multiple Outputs",
          "type": "boolean"
        },
        "is_result": {
          "default": false,
          "description": "Airflow >= 3.3: mark as the DAG result (`@result`), returned by the dagRuns/{id}/wait API.",
          "title": "Is Result",
          "type": "boolean"
        },
        "uses_loop_context": {
          "default": false,
          "description": "Inside a loop group: receive the `loop` context (index, previous, result, max_iterations) as a keyword-only parameter.",
          "title": "Uses Loop Context",
          "type": "boolean"
        }
      },
      "required": [
        "id",
        "task_id",
        "kind",
        "function_name",
        "code"
      ],
      "title": "PythonTaskNode",
      "type": "object"
    },
    "RetryPolicySpec": {
      "additionalProperties": false,
      "description": "Airflow >= 3.3 ``ExceptionRetryPolicy``.",
      "properties": {
        "rules": {
          "items": {
            "$ref": "#/$defs/RetryRuleSpec"
          },
          "minItems": 1,
          "title": "Rules",
          "type": "array"
        },
        "default": {
          "enum": [
            "retry",
            "fail",
            "default"
          ],
          "type": "string",
          "default": "default",
          "title": "Default"
        }
      },
      "required": [
        "rules"
      ],
      "title": "RetryPolicySpec",
      "type": "object"
    },
    "RetryRuleSpec": {
      "additionalProperties": false,
      "properties": {
        "exception": {
          "description": "Dotted exception class path, e.g. builtins.ValueError or requests.exceptions.HTTPError",
          "pattern": "^[A-Za-z_][A-Za-z0-9_]*(\\.[A-Za-z_][A-Za-z0-9_]*)+$",
          "title": "Exception",
          "type": "string"
        },
        "action": {
          "default": "retry",
          "enum": [
            "retry",
            "fail",
            "default"
          ],
          "title": "Action",
          "type": "string"
        },
        "retry_delay_seconds": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Retry Delay Seconds"
        },
        "reason": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Reason"
        },
        "match_subclasses": {
          "default": true,
          "title": "Match Subclasses",
          "type": "boolean"
        }
      },
      "required": [
        "exception"
      ],
      "title": "RetryRuleSpec",
      "type": "object"
    },
    "TaskGroupNode": {
      "additionalProperties": false,
      "properties": {
        "id": {
          "maxLength": 100,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_-]+$",
          "title": "Id",
          "type": "string"
        },
        "label": {
          "anyOf": [
            {
              "maxLength": 200,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas label only.",
          "title": "Label"
        },
        "icon": {
          "anyOf": [
            {
              "pattern": "^(builtin|custom|package):[a-z0-9][a-z0-9-]{0,80}$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Canvas icon only (builtin:<logo> or custom:<name>); overrides the default.",
          "title": "Icon"
        },
        "parent_group": {
          "anyOf": [
            {
              "maxLength": 100,
              "minLength": 1,
              "pattern": "^[A-Za-z0-9_-]+$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Id of a task_group node.",
          "title": "Parent Group"
        },
        "position": {
          "$ref": "#/$defs/Position"
        },
        "kind": {
          "const": "task_group",
          "title": "Kind",
          "type": "string"
        },
        "group_id": {
          "maxLength": 250,
          "minLength": 1,
          "pattern": "^[A-Za-z0-9_.-]+$",
          "title": "Group Id",
          "type": "string"
        },
        "tooltip": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Tooltip"
        },
        "prefix_group_id": {
          "default": true,
          "title": "Prefix Group Id",
          "type": "boolean"
        },
        "loop": {
          "anyOf": [
            {
              "$ref": "#/$defs/LoopSpec"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        }
      },
      "required": [
        "id",
        "kind",
        "group_id"
      ],
      "title": "TaskGroupNode",
      "type": "object"
    },
    "TemplateRef": {
      "additionalProperties": false,
      "description": "The operator template (blueprint) a task was inserted from.",
      "properties": {
        "id": {
          "pattern": "^[a-z0-9][a-z0-9_-]{0,80}$",
          "title": "Id",
          "type": "string"
        },
        "version": {
          "anyOf": [
            {
              "maxLength": 40,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Version"
        }
      },
      "required": [
        "id"
      ],
      "title": "TemplateRef",
      "type": "object"
    }
  },
  "additionalProperties": false,
  "properties": {
    "spec_version": {
      "const": 3,
      "default": 3,
      "title": "Spec Version",
      "type": "integer"
    },
    "dag_id": {
      "maxLength": 250,
      "minLength": 1,
      "pattern": "^[A-Za-z0-9_.-]+$",
      "title": "Dag Id",
      "type": "string"
    },
    "output_mode": {
      "default": "python",
      "enum": [
        "python",
        "loader",
        "yaml"
      ],
      "title": "Output Mode",
      "type": "string"
    },
    "display_name": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Display Name"
    },
    "description": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Description"
    },
    "doc_md": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Doc Md"
    },
    "schedule": {
      "discriminator": {
        "mapping": {
          "assets": "#/$defs/AssetSchedule",
          "assets_and_time": "#/$defs/AssetAndTimeScheduleSpec",
          "assets_or_time": "#/$defs/AssetOrTimeScheduleSpec",
          "cron": "#/$defs/CronSchedule",
          "events": "#/$defs/EventsSchedule",
          "interval": "#/$defs/IntervalSchedule",
          "multi_cron": "#/$defs/MultiCronSchedule",
          "none": "#/$defs/NoSchedule",
          "partitioned_assets": "#/$defs/PartitionedAssetSchedule",
          "partitioned_cron": "#/$defs/PartitionedCronSchedule",
          "preset": "#/$defs/PresetSchedule"
        },
        "propertyName": "type"
      },
      "oneOf": [
        {
          "$ref": "#/$defs/NoSchedule"
        },
        {
          "$ref": "#/$defs/PresetSchedule"
        },
        {
          "$ref": "#/$defs/CronSchedule"
        },
        {
          "$ref": "#/$defs/IntervalSchedule"
        },
        {
          "$ref": "#/$defs/MultiCronSchedule"
        },
        {
          "$ref": "#/$defs/EventsSchedule"
        },
        {
          "$ref": "#/$defs/AssetSchedule"
        },
        {
          "$ref": "#/$defs/AssetOrTimeScheduleSpec"
        },
        {
          "$ref": "#/$defs/AssetAndTimeScheduleSpec"
        },
        {
          "$ref": "#/$defs/PartitionedCronSchedule"
        },
        {
          "$ref": "#/$defs/PartitionedAssetSchedule"
        }
      ],
      "title": "Schedule"
    },
    "timezone": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "DAG timezone (IANA). start/end dates are wall-clock times in it and schedules without their own timezone (presets, cron, intervals) follow it. None: Airflow's default_timezone (UTC unless configured).",
      "examples": [
        "Europe/Istanbul",
        "America/New_York"
      ],
      "title": "Timezone"
    },
    "start_date": {
      "anyOf": [
        {
          "format": "date-time",
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Start Date"
    },
    "end_date": {
      "anyOf": [
        {
          "format": "date-time",
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "End Date"
    },
    "catchup": {
      "default": false,
      "title": "Catchup",
      "type": "boolean"
    },
    "tags": {
      "items": {
        "type": "string"
      },
      "title": "Tags",
      "type": "array"
    },
    "max_active_runs": {
      "anyOf": [
        {
          "minimum": 1,
          "type": "integer"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Max Active Runs"
    },
    "max_active_tasks": {
      "anyOf": [
        {
          "minimum": 1,
          "type": "integer"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Max Active Tasks"
    },
    "dagrun_timeout_seconds": {
      "anyOf": [
        {
          "exclusiveMinimum": 0,
          "type": "number"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Dagrun Timeout Seconds"
    },
    "is_paused_upon_creation": {
      "anyOf": [
        {
          "type": "boolean"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Is Paused Upon Creation"
    },
    "default_args": {
      "$ref": "#/$defs/DefaultArgs"
    },
    "params": {
      "patternProperties": {
        "^[A-Za-z_][A-Za-z0-9_]*$": {
          "$ref": "#/$defs/DagParam"
        }
      },
      "propertyNames": {
        "maxLength": 100
      },
      "title": "Params",
      "type": "object"
    },
    "callbacks": {
      "$ref": "#/$defs/Callbacks",
      "description": "DAG-level on_success / on_failure only."
    },
    "deadlines": {
      "items": {
        "$ref": "#/$defs/DeadlineSpec"
      },
      "title": "Deadlines",
      "type": "array"
    },
    "fail_fast": {
      "anyOf": [
        {
          "type": "boolean"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Fail Fast"
    },
    "max_consecutive_failed_dag_runs": {
      "anyOf": [
        {
          "minimum": 1,
          "type": "integer"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Max Consecutive Failed Dag Runs"
    },
    "owner_links": {
      "additionalProperties": {
        "type": "string"
      },
      "title": "Owner Links",
      "type": "object"
    },
    "render_template_as_native_obj": {
      "anyOf": [
        {
          "type": "boolean"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Render Template As Native Obj"
    },
    "rerun_with_latest_version": {
      "anyOf": [
        {
          "type": "boolean"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Rerun With Latest Version"
    },
    "team": {
      "anyOf": [
        {
          "pattern": "^[a-z0-9_-]+$",
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Team"
    },
    "lineage": {
      "default": "inherit",
      "description": "OpenLineage for the whole DAG (selective enable/disable).",
      "enum": [
        "inherit",
        "enabled",
        "disabled"
      ],
      "title": "Lineage",
      "type": "string"
    },
    "environments": {
      "patternProperties": {
        "^[A-Za-z0-9_.-]+$": {
          "$ref": "#/$defs/EnvironmentOverlay"
        }
      },
      "propertyNames": {
        "maxLength": 250,
        "minLength": 1
      },
      "title": "Environments",
      "type": "object"
    },
    "nodes": {
      "items": {
        "discriminator": {
          "mapping": {
            "blueprint": "#/$defs/BlueprintNode",
            "custom": "#/$defs/CustomNode",
            "note": "#/$defs/NoteNode",
            "operator": "#/$defs/OperatorNode",
            "python_task": "#/$defs/PythonTaskNode",
            "task_group": "#/$defs/TaskGroupNode"
          },
          "propertyName": "kind"
        },
        "oneOf": [
          {
            "$ref": "#/$defs/OperatorNode"
          },
          {
            "$ref": "#/$defs/PythonTaskNode"
          },
          {
            "$ref": "#/$defs/TaskGroupNode"
          },
          {
            "$ref": "#/$defs/CustomNode"
          },
          {
            "$ref": "#/$defs/BlueprintNode"
          },
          {
            "$ref": "#/$defs/NoteNode"
          }
        ]
      },
      "title": "Nodes",
      "type": "array"
    },
    "edges": {
      "items": {
        "$ref": "#/$defs/Edge"
      },
      "title": "Edges",
      "type": "array"
    },
    "source": {
      "anyOf": [
        {
          "$ref": "#/$defs/DagSource"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Source policy of the DAG file (generate / preserve / strict-preserve) and the hand-written file it comes from. None: auto policy, built in AutoAir."
    },
    "raw_code": {
      "anyOf": [
        {
          "maxLength": 2000000,
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Raw code DAG: the complete DAG file, written by hand and deployed as it is (no generated code, no spec rules; validated by syntax, lint, secret, policy and import checks). Set: nodes and edges must be empty, output_mode is python and environment overlays do not change the file. Absent: a spec-backed (visual) DAG.",
      "title": "Raw Code"
    }
  },
  "required": [
    "dag_id"
  ],
  "title": "DagSpec",
  "type": "object"
}