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Posted to commits@airflow.apache.org by ut...@apache.org on 2024/09/06 09:53:23 UTC
(airflow-site) branch 2.10.1-docs created (now 892de461af)
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at 892de461af Add documentation for Apache Airflow 2.10.1
This branch includes the following new commits:
new 892de461af Add documentation for Apache Airflow 2.10.1
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(airflow-site) 01/01: Add documentation for Apache Airflow 2.10.1
Posted by ut...@apache.org.
This is an automated email from the ASF dual-hosted git repository.
utkarsharma pushed a commit to branch 2.10.1-docs
in repository https://gitbox.apache.org/repos/asf/airflow-site.git
commit 892de461afcfd370aba0775b0fa5b2d3d4754668
Author: utkarsh sharma <ut...@gmail.com>
AuthorDate: Fri Sep 6 15:22:56 2024 +0530
Add documentation for Apache Airflow 2.10.1
---
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.../_api/airflow/decorators/bash}/index.html | 476 +-
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.../airflow/decorators/branch_python/index.html} | 732 +-
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.../_api/airflow/decorators/condition/index.html} | 745 +-
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.../example_setup_teardown/index.html} | 822 +-
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.../example_trigger_controller_dag/index.html} | 824 +-
.../example_trigger_target_dag/index.html} | 864 +-
.../example_workday_timetable/index.html} | 801 +-
.../airflow/example_dags/example_xcom/index.html} | 908 +-
.../example_dags/example_xcomargs/index.html} | 876 +-
.../2.10.1/_api/airflow/example_dags/index.html} | 859 +-
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.../_api/airflow/example_dags/libs}/index.html | 467 +-
.../index.html} | 812 +-
.../plugins/event_listener/index.html} | 834 +-
.../_api/airflow/example_dags/plugins}/index.html | 476 +-
.../plugins/listener_plugin/index.html} | 748 +-
.../example_dags/plugins/workday/index.html} | 887 +-
.../_api/airflow/example_dags/subdags}/index.html | 467 +-
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.../tutorial_objectstorage/index.html} | 878 +-
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.../tutorial_taskflow_api_virtualenv/index.html} | 858 +-
.../2.10.1/_api/airflow/exceptions/index.html | 1870 ++
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.../2.10.1/_api/airflow/hooks/dbapi}/index.html | 451 +-
.../_api/airflow/hooks/filesystem/index.html} | 833 +-
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.../_api/airflow/hooks/subprocess/index.html} | 753 +-
.../_api/airflow/models/baseoperator/index.html | 2061 +++
.../airflow/models/baseoperatorlink/index.html} | 720 +-
.../_api/airflow/models/connection/index.html} | 1135 +-
.../2.10.1/_api/airflow/models/dag/index.html | 3436 ++++
.../2.10.1/_api/airflow/models/dagbag/index.html} | 1016 +-
.../2.10.1/_api/airflow/models/dagrun/index.html | 1846 ++
.../2.10.1/_api/airflow/models/param/index.html} | 1148 +-
.../_api/airflow/models/taskinstance/index.html | 2545 +++
.../airflow/models/taskinstancekey/index.html} | 812 +-
.../_api/airflow/models/variable/index.html} | 945 +-
.../2.10.1/_api/airflow/models/xcom/index.html} | 975 +-
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.../_api/airflow/operators/email}/index.html | 455 +-
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.../airflow/operators/generic_transfer}/index.html | 455 +-
.../2.10.1/_api/airflow/operators}/index.html | 260 +-
.../_api/airflow/operators/latest_only/index.html} | 640 +-
.../_api/airflow/operators/python/index.html | 1489 ++
.../_api/airflow/operators/smooth}/index.html | 293 +-
.../_api/airflow/operators/subdag/index.html} | 694 +-
.../airflow/operators/trigger_dagrun/index.html} | 800 +-
.../_api/airflow/operators/weekday}/index.html | 472 +-
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.../_api/airflow/sensors/filesystem}/index.html | 485 +-
.../2.10.1/_api/airflow/sensors}/index.html | 257 +-
.../2.10.1/_api/airflow/sensors/python}/index.html | 307 +-
.../_api/airflow/sensors/time_delta}/index.html | 465 +-
.../_api/airflow/sensors/time_sensor}/index.html | 480 +-
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.../_api/airflow/timetables/datasets/index.html} | 830 +-
.../_api/airflow/timetables/events/index.html} | 830 +-
.../2.10.1/_api/airflow/timetables}/index.html | 315 +-
.../_api/airflow/timetables/interval/index.html} | 905 +-
.../_api/airflow/timetables/simple/index.html} | 922 +-
.../_api/airflow/timetables/trigger/index.html} | 775 +-
.../2.10.1/_api/airflow/triggers/base/index.html} | 1020 +-
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.../2.10.1/_api/airflow/triggers/file/index.html} | 725 +-
.../2.10.1/_api/airflow/triggers}/index.html | 312 +-
.../_api/airflow/triggers/temporal/index.html} | 758 +-
.../_api/airflow/triggers/testing/index.html} | 783 +-
.../2.10.1/_api/airflow/utils/state/index.html | 1458 ++
docs-archive/apache-airflow/2.10.1/_api/index.html | 1 +
.../index.html | 261 +-
.../index.html | 263 +-
.../2.10.1/_api/tests/system/core}/index.html | 255 +-
.../apache-airflow/2.10.1/_images/add-dag-tags.png | Bin 0 -> 54332 bytes
.../_images/add_container_python_interpreter.png | Bin 0 -> 339750 bytes
.../apache-airflow/2.10.1/_images/airflow_erd.svg | 2293 +++
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.../2.10.1/_images/arch-diag-logging.png | Bin 0 -> 25843 bytes
.../apache-airflow/2.10.1/_images/audit_log.png | Bin 0 -> 456601 bytes
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.../2.10.1/_images/connection_create.png | Bin 0 -> 52889 bytes
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...iz-5817c4b4cb6cd3ea7d604aa85ab3420b64a24446.svg | 200 +
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.../2.10.1/_images/grid_instance_details.png | Bin 0 -> 178129 bytes
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.../2.10.1/_images/grid_task_details.png | Bin 0 -> 227349 bytes
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.../2.10.1/_images/mapping-simple-grid.png | Bin 0 -> 93751 bytes
.../2.10.1/_images/operator_extra_link.png | Bin 0 -> 75061 bytes
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.../apache-airflow/2.10.1/_images/subdag_after.png | Bin 0 -> 30245 bytes
.../2.10.1/_images/subdag_before.png | Bin 0 -> 70382 bytes
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.../2.10.1/_images/task_instance_history.png | Bin 0 -> 118727 bytes
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.../_images/template_field_renderer_path.png | Bin 0 -> 64442 bytes
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.../2.10.1/_images/tutorial-pipeline-1.png | Bin 0 -> 66411 bytes
.../2.10.1/_images/tutorial-pipeline-2.png | Bin 0 -> 137595 bytes
.../2.10.1/_images/ui-alert-message.png | Bin 0 -> 48753 bytes
.../2.10.1/_images/ui-timezone-chooser.png | Bin 0 -> 16644 bytes
.../2.10.1/_images/usage_cli_export.png | Bin 0 -> 397830 bytes
.../2.10.1/_images/usage_cli_imgcat.png | Bin 0 -> 475224 bytes
.../2.10.1/_images/variable_hidden.png | Bin 0 -> 55331 bytes
.../apache-airflow/2.10.1/_images/watcher.png | Bin 0 -> 20310 bytes
.../2.10.1/_modules/airflow/decorators.html} | 494 +-
.../2.10.1/_modules/airflow/decorators/base.html | 1537 ++
.../decorators/branch_external_python.html} | 271 +-
.../airflow/decorators/branch_python.html} | 271 +-
.../airflow/decorators/branch_virtualenv.html} | 271 +-
.../_modules/airflow/decorators/condition.html} | 521 +-
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.../example_branch_day_of_week_operator.html} | 273 +-
.../example_dags/example_branch_labels.html} | 258 +-
.../example_dags/example_branch_operator.html} | 383 +-
.../example_branch_operator_decorator.html} | 362 +-
.../example_branch_python_dop_operator_3.html} | 273 +-
.../airflow/example_dags/example_complex.html} | 891 +-
.../example_dags/example_dataset_alias.html} | 508 +-
.../example_dataset_alias_with_no_taskflow.html} | 320 +-
.../airflow/example_dags/example_datasets.html} | 404 +-
.../example_dags/example_display_name.html} | 260 +-
.../example_dynamic_task_mapping.html} | 251 +-
...c_task_mapping_with_no_taskflow_operators.html} | 276 +-
.../example_external_task_marker_dag.html} | 310 +-
.../example_dags/example_inlet_event_extra.html} | 273 +-
.../example_dags/example_kubernetes_executor.html} | 451 +-
.../airflow/example_dags/example_latest_only.html} | 250 +-
.../example_latest_only_with_trigger.html} | 261 +-
.../example_local_kubernetes_executor.html} | 284 +-
.../example_dags/example_nested_branch_dag.html} | 269 +-
.../example_dags/example_outlet_event_extra.html} | 292 +-
.../example_dags/example_params_trigger_ui.html} | 316 +-
.../example_dags/example_params_ui_tutorial.html} | 658 +-
.../example_passing_params_via_test_command.html} | 299 +-
.../example_dags/example_python_decorator.html} | 543 +-
.../example_dags/example_python_operator.html} | 777 +-
.../example_dags/example_sensor_decorator.html} | 279 +-
.../airflow/example_dags/example_sensors.html} | 344 +-
.../example_dags/example_setup_teardown.html} | 262 +-
.../example_setup_teardown_taskflow.html} | 319 +-
.../example_short_circuit_decorator.html} | 273 +-
.../example_short_circuit_operator.html} | 279 +-
.../airflow/example_dags/example_skip_dag.html} | 285 +-
.../example_dags/example_subdag_operator.html} | 282 +-
.../airflow/example_dags/example_task_group.html} | 278 +-
.../example_task_group_decorator.html} | 293 +-
.../example_time_delta_sensor_async.html} | 254 +-
.../example_trigger_controller_dag.html} | 254 +-
.../example_dags/example_trigger_target_dag.html} | 268 +-
.../airflow/example_dags/example_xcom.html} | 502 +-
.../airflow/example_dags/example_xcomargs.html} | 278 +-
.../airflow/example_dags/libs/helper.html} | 234 +-
.../decreasing_priority_weight_strategy.html} | 253 +-
.../example_dags/plugins/event_listener.html} | 384 +-
.../example_dags/plugins/listener_plugin.html} | 238 +-
.../airflow/example_dags/plugins/workday.html} | 511 +-
.../airflow/example_dags/subdags/subdag.html} | 268 +-
.../_modules/airflow/example_dags/tutorial.html} | 339 +-
.../airflow/example_dags/tutorial_dag.html} | 348 +-
.../example_dags/tutorial_objectstorage.html} | 542 +-
.../example_dags/tutorial_taskflow_api.html} | 318 +-
.../tutorial_taskflow_api_virtualenv.html} | 299 +-
.../2.10.1/_modules/airflow/exceptions.html | 1367 ++
.../2.10.1/_modules/airflow/hooks/base.html} | 401 +-
.../2.10.1/_modules/airflow/hooks/filesystem.html} | 301 +-
.../_modules/airflow/hooks/package_index.html} | 502 +-
.../2.10.1/_modules/airflow/hooks/subprocess.html} | 318 +-
.../2.10.1/_modules/airflow/macros.html} | 336 +-
.../_modules/airflow/models/baseoperator.html | 2985 +++
.../_modules/airflow/models/baseoperatorlink.html} | 270 +-
.../2.10.1/_modules/airflow/models/connection.html | 1452 ++
.../2.10.1/_modules/airflow/models/dag.html | 5292 ++++++
.../2.10.1/_modules/airflow/models/dagbag.html | 1641 ++
.../2.10.1/_modules/airflow/models/dagrun.html | 2585 +++
.../2.10.1/_modules/airflow/models/param.html} | 768 +-
.../_modules/airflow/models/taskinstance.html | 5088 ++++++
.../_modules/airflow/models/taskinstancekey.html} | 273 +-
.../2.10.1/_modules/airflow/models/variable.html} | 994 +-
.../2.10.1/_modules/airflow/models/xcom.html | 1678 ++
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.../_modules/airflow/operators/datetime.html} | 331 +-
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.../airflow/operators/generic_transfer.html} | 515 +-
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.../2.10.1/_modules/airflow/operators/python.html | 2015 +++
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.../airflow/operators/trigger_dagrun.html} | 931 +-
.../_modules/airflow/operators/weekday.html} | 536 +-
.../2.10.1/_modules/airflow/policies.html} | 617 +-
.../2.10.1/_modules/airflow/secrets.html} | 249 +-
.../_modules/airflow/secrets/base_secrets.html} | 562 +-
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.../airflow/secrets/environment_variables.html} | 275 +-
.../airflow/secrets/local_filesystem.html} | 743 +-
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.../2.10.1/_modules/airflow/sensors/base.html} | 862 +-
.../2.10.1/_modules/airflow/sensors/bash.html} | 521 +-
.../_modules/airflow/sensors/date_time.html} | 540 +-
.../_modules/airflow/sensors/external_task.html | 1394 ++
.../_modules/airflow/sensors/filesystem.html} | 545 +-
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docs-archive/apache-airflow/2.10.1/_specs/v1.yaml | 6062 +++++++
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+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.multiple_outputs"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.multiple_outputs</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.python_callable"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.python_callable</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.op_kwargs_expand_input"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.op_kwargs_expand_input</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.__hash__"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.__hash__()</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.__attrs_post_init__"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.__attrs_post_init__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l9"><a class="reference internal" href="#airflow.decorators.base.Task"><code class="docutils literal notranslate"><span class="pre">Task</span></code></a><ul>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.Task.__wrapped__"><code class="docutils literal notranslate"><span class="pre">Task.__wrapped__</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.Task.__call__"><code class="docutils literal notranslate"><span class="pre">Task.__call__</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.Task.function"><code class="docutils literal notranslate"><span class="pre">Task.function</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.Task.partial"><code class="docutils literal notranslate"><span class="pre">Task.partial()</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.Task.expand"><code class="docutils literal notranslate"><span class="pre">Task.expand()</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.Task.expand_kwargs"><code class="docutils literal notranslate"><span class="pre">Task.expand_kwargs()</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.Task.override"><code class="docutils literal notranslate"><span class="pre">Task.override()</span></code></a></li>
</ul>
</li>
-<li class="toctree-l1"><a class="reference internal" href="recipes.html">Recipes</a></li>
+<li class="toctree-l9"><a class="reference internal" href="#airflow.decorators.base.TaskDecorator"><code class="docutils literal notranslate"><span class="pre">TaskDecorator</span></code></a><ul>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.TaskDecorator.__call__"><code class="docutils literal notranslate"><span class="pre">TaskDecorator.__call__()</span></code></a></li>
+<li class="toctree-l10"><a class="reference internal" href="#airflow.decorators.base.TaskDecorator.override"><code class="docutils literal notranslate"><span class="pre">TaskDecorator.override()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l9"><a class="reference internal" href="#airflow.decorators.base.task_decorator_factory"><code class="docutils literal notranslate"><span class="pre">task_decorator_factory()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l6"><a class="reference internal" href="../bash/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../condition/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../sensor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../setup_teardown/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.setup_teardown</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../short_circuit/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.short_circuit</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../task_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.task_group</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#email-notifications">Email notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#notifications">Notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#cluster-policies">Cluster Policies</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#lineage">Lineage</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../public-airflow-interface.html#what-is-not-part-of-the-public-interface-of-apache-airflow">What is not part of the Public Interface of Apache Airflow?</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../best-practices.html">Best Practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../faq.html">FAQ</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../troubleshooting.html">Troubleshooting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release-process.html">Release Policies</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release_notes.html">Release Notes</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../privacy_notice.html">Privacy Notice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../project.html">Project</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../license.html">License</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">References</span></p>
<ul>
-<li class="toctree-l1"><a class="reference internal" href="build-arg-ref.html">Image build arguments reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../operators-and-hooks-ref.html">Operators and hooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../cli-and-env-variables-ref.html">CLI</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../templates-ref.html">Templates</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../stable-rest-api-ref.html">Stable REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../deprecated-rest-api-ref.html">Deprecated REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../extra-packages-ref.html">Extra packages</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Internal DB details</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../migrations-ref.html">Database Migrations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../database-erd-ref.html">Database ERD Schema</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">System tests</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../tests/system/core/index.html">System Tests</a></li>
</ul>
</div>
@@ -561,9 +802,13 @@
<ul class="breadcrumb">
- <li class="breadcrumb-item"><a href="index.html" class="icon icon-home"> Home</a></li>
+ <li class="breadcrumb-item"><a href="../../../../index.html" class="icon icon-home"> Home</a></li>
+
+ <li class="breadcrumb-item"><a href="../../../../public-airflow-interface.html"> Public Interface of Airflow</a></li>
- <li class="breadcrumb-item"><a href="changelog.html"> Dockerfile Changelog</a></li>
+ <li class="breadcrumb-item"><a href="../index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a></li>
+
+ <li class="breadcrumb-item"><a href="index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.base</span></code></a></li>
</ul>
</div>
@@ -574,432 +819,299 @@
<div class="bodywrapper">
<div class="body" role="main">
- <blockquote>
-<div></div></blockquote>
-<div class="section" id="dockerfile-changelog">
-<h1>Dockerfile Changelog<a class="headerlink" href="#dockerfile-changelog" title="Permalink to this heading">¶</a></h1>
-<p>The <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> does not strictly follow the <a class="reference external" href="https://semver.org/">SemVer</a> approach of
-Apache Airflow when it comes to features and backwards compatibility. While Airflow code strictly
-follows it, the <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> is really a way to give users a conveniently packaged Airflow
-using standard container approach, so occasionally there are some changes in the building process
-or in the entrypoint of the image that require slight adaptation of how it is used or built.</p>
-<p>The Changelog below describes the changes introduced in each version of the docker images released by
-the Airflow team.</p>
-<dl class="field-list simple">
-<dt class="field-odd">note</dt>
-<dd class="field-odd"><p>The Changelog below concerns only the convenience production images released at
-<a class="reference external" href="https://hub.docker.com/r/apache/airflow">Airflow DockerHub</a> . The images that are released
-there are usually built using the <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> released together with Airflow. However, you are
-free to take latest released <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> from Airflow and use it to build an image for
-any Airflow version from the <code class="docutils literal notranslate"><span class="pre">Airflow</span> <span class="pre">2</span></code> line. There is no guarantee that it will work, but if it does,
-then you can use latest features from that image to build images for previous Airflow versions.</p>
-</dd>
-</dl>
-<div class="section" id="airflow-2-9">
-<h2>Airflow 2.9<a class="headerlink" href="#airflow-2-9" title="Permalink to this heading">¶</a></h2>
-<blockquote>
-<div><ul class="simple">
-<li><p>The “latest” image (i.e. default Airflow image when <code class="docutils literal notranslate"><span class="pre">apache/airflow</span></code> is used or
-<code class="docutils literal notranslate"><span class="pre">apache/airflow:slim-latest</span></code>) uses now the newest supported Python version. Previously it was using
-the “default” Python version which was Python 3.8 as of Airflow 2.8. With Airflow reference images
-released for Airflow 2.9.0, the images are going to use Python 3.12 as this is the latest supported
-version for Airflow 2.9 line. Users can use Python 3.8 by using <code class="docutils literal notranslate"><span class="pre">apache/airflow:2.9.0-python3.8</span></code> and
-<code class="docutils literal notranslate"><span class="pre">apache/airflow:slim-2.9.0-python-3.8</span></code> images respectively so while the change is potentially
-breaking, it is very easy to switch to the previous behaviour.</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">PIP_USER</span></code> flag is removed and replaced by <code class="docutils literal notranslate"><span class="pre">VIRTUAL_ENV</span></code> pointing to <code class="docutils literal notranslate"><span class="pre">~/.local</span></code> where Airflow
-is installed. This has the effect that the Airflow installation is treated as a regular virtual environment,
-but unlike a regular virtualenv, the <code class="docutils literal notranslate"><span class="pre">~/.local</span></code> directory is seen as <code class="docutils literal notranslate"><span class="pre">system</span> <span class="pre">level</span></code> and when the
-worker creates dynamically the virtualenv with <code class="docutils literal notranslate"><span class="pre">--system-site-packages</span></code> flag, the Airflow installation and all
-packages there are also present in the new virtualenv. When you do not use the flag, they are not
-copied there which is a backwards-compatible behaviour with having <code class="docutils literal notranslate"><span class="pre">PIP_USER</span></code> set.</p></li>
-<li><p>The image contains latest <code class="docutils literal notranslate"><span class="pre">uv</span></code> binary (latest at the moment of release) - which is a new faster
-replacement for <code class="docutils literal notranslate"><span class="pre">pip</span></code>. While the image is still using <code class="docutils literal notranslate"><span class="pre">pip</span></code> by default, you can use <code class="docutils literal notranslate"><span class="pre">uv</span></code>
-to install packages and - experimentally - you can also build custom images with
-<code class="docutils literal notranslate"><span class="pre">--arg</span> <span class="pre">AIRFLOW_USE_UV=true</span></code> which will us <code class="docutils literal notranslate"><span class="pre">uv</span></code> to perform the installation. This is an experimental
-support, as <code class="docutils literal notranslate"><span class="pre">uv</span></code> is very fast but also a very new feature in the Python ecosystem.</p></li>
-<li><p>Constraints used to install the image are available in “${HOME}/constraints.txt” now - you can use them
-to install additional packages in the image without having to find out which constraints you should use.</p></li>
-<li><p>The image adds <code class="docutils literal notranslate"><span class="pre">libev</span></code> library to the image as it is required by cassandra driver for Python 3.12, also
-<code class="docutils literal notranslate"><span class="pre">libev</span></code> will be used in other Python versions as a more robust and faster way for cassandra driver
-to handle events.</p></li>
-</ul>
-</div></blockquote>
-</div>
-<div class="section" id="airflow-2-8">
-<h2>Airflow 2.8<a class="headerlink" href="#airflow-2-8" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.8.3</p>
-<ul>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">gosu</span></code> binary was removed from the image. This is a potentially breaking change for users who relied on
-<code class="docutils literal notranslate"><span class="pre">gosu</span></code> to change the user in the container. The <code class="docutils literal notranslate"><span class="pre">gosu</span></code> binary was removed because it was a source of
-security vulnerabilities as it was linked against older Go standard libraries.</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">smtp</span></code> provider is now included in the list of providers installed by default in the image.</p></li>
-</ul>
-</li>
-<li><p>2.8.1</p>
-<ul>
-<li><p>Fixed a discrepancy in MySQL client libraries. In 2.8.0 if not specify <code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code> build arg
-during build custom X86 image by default packages would be compiled by using <strong>MariaDB</strong> libraries,
-however <strong>MySQL</strong> libraries were installed in the final image.</p></li>
-</ul>
-</li>
-<li><p>2.8.0</p>
-<ul>
-<li><p>Add <code class="docutils literal notranslate"><span class="pre">libxmlsec1</span></code> and <code class="docutils literal notranslate"><span class="pre">libxmlsec1-dev</span></code> libraries to dev PROD image and <code class="docutils literal notranslate"><span class="pre">libxmlsec1</span></code> library to runtime PROD
-image as it is required by <code class="docutils literal notranslate"><span class="pre">python3-saml</span></code> library.</p></li>
-<li><p>The image is based on <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bookworm</span></code> in 2.8.0 rather than <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bullseye</span></code>. This might cause some
-problems when building custom images. You are advised to make sure your system level dependencies are
-working with <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bookworm</span></code>. While all reference images of Airflow 2.8.0 are built on <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bookworm</span></code>,
-it is still possible to build deprecated custom <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bullseye</span></code> based image in 2.8.0 following the</p></li>
-<li><p>By default the images now have “MariaDB” client installed. Previous images had “MySQL” client installed.
-The MariaDB client is a drop-in replacement for “MySQL” one and is compatible with MySQL. This might
-be a breaking change for users who used MySQL client in their images, however those should be very
-specific cases and vast majority of users should not see any difference. Users can still use
-MySQL client by setting <code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE=mysql</span></code> build arg and build the custom X86 image.
-The ARM image always uses MariaDB client, this argument is ignored. The “mysql” apt repository is
-removed from the /etc/apt/sources.list.d/ and if you want to install anything from this repository when
-extending the images, you need to manually add the right key and repository in your Dockerfile,
-following the instructions in <a class="reference external" href="https://dev.mysql.com/doc/mysql-apt-repo-quick-guide/en/">A Quick Guide to Using the MySQL APT repository</a>.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-7">
-<h2>Airflow 2.7<a class="headerlink" href="#airflow-2-7" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.7.3</p>
-<ul>
-<li><p>Add experimental feature for select type of MySQL Client libraries during the build custom image via <code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code>
-build arg. <code class="docutils literal notranslate"><span class="pre">mysql</span></code> for install MySQL client libraries from <a class="reference external" href="https://dev.mysql.com/doc/mysql-apt-repo-quick-guide/en/">Oracle APT repository</a>,
-<code class="docutils literal notranslate"><span class="pre">mariadb</span></code> for install MariaDB client libraries from <a class="reference external" href="https://mariadb.com/kb/en/mariadb-package-repository-setup-and-usage/#mariadb-repository">MariaDB repository</a>.
-The selection of MySQL Client libraries only available on AMD64 (x86_64) for ARM docker image it will always install
-MariaDB client.</p></li>
-<li><p>Docker CLI version in the image is bumped to 24.0.6 version.</p></li>
-<li><p>PIP caching for local builds has been enabled to speed up local custom image building</p></li>
-</ul>
-</li>
-<li><p>2.7.0</p>
-<ul>
-<li><p>As of now, Python 3.7 is no longer supported by the Python community. Therefore, to use Airflow 2.7.0, you must ensure your Python version is
-either 3.8, 3.9, 3.10, or 3.11.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-6">
-<h2>Airflow 2.6<a class="headerlink" href="#airflow-2-6" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.6.3</p>
-<ul>
-<li><p>Add <code class="docutils literal notranslate"><span class="pre">libgeos-dev</span></code> library to runtime PROD image as it is required by BigQuery library on ARM image</p></li>
-</ul>
-</li>
-<li><p>2.6.0</p>
-<ul>
-<li><p>Snowflake provider installed by default</p></li>
-<li><p>The ARM experimental image adds support for MySQL via MariaDB client libraries.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-5">
-<h2>Airflow 2.5<a class="headerlink" href="#airflow-2-5" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.5.1</p>
-<ul>
-<li><p>The ARM experimental image adds support for MSSQL</p></li>
-</ul>
-</li>
-<li><p>2.5.0</p>
-<ul>
-<li><p>The docker CLI binary is now added to the images by default (available on PATH). Version 20.10.9 is used.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-4">
-<h2>Airflow 2.4<a class="headerlink" href="#airflow-2-4" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.4.0</p>
-<ul>
-<li><p>You can specify additional <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span></code> flags when you build the image via <code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PIP_INSTALL_FLAGS</span></code>
-build arg.</p></li>
-<li><p>Support for <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Buster</span></code> was dropped, including the possibility of building customized images as
-<code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Buster</span></code> reached end of life.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-3">
-<h2>Airflow 2.3<a class="headerlink" href="#airflow-2-3" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.3.0</p>
-<ul>
-<li><p>Airflow 2.3 <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> is now better optimized for caching and “standalone” which means that you
-can copy <strong>just</strong> the <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> to any folder and start building custom images. This,
-however, requires <a class="reference external" href="https://docs.docker.com/develop/develop-images/build_enhancements/">Buildkit</a>
-to build the image because we started using features that are only available in <code class="docutils literal notranslate"><span class="pre">Buildkit</span></code>.
-This can be done by setting <code class="docutils literal notranslate"><span class="pre">DOCKER_BUILDKIT=1</span></code> as an environment variable
-or by installing <a class="reference external" href="https://docs.docker.com/buildx/working-with-buildx/">the buildx plugin</a>
-and running <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">buildx</span> <span class="pre">build</span></code> command.</p></li>
-<li><p>MySQL is experimentally supported on ARM through MariaDB client library</p></li>
-<li><p>Add Python 3.10 support</p></li>
-<li><p>Switch to <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bullseye</span></code> based images. <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Buster</span></code> is deprecated and only available for
-customized image building.</p></li>
-<li><p>Add Multi-Platform support (AMD64/ARM64) in order to accommodate MacOS M1 users</p></li>
-<li><p>Build parameters which control if packages and Airflow should be installed from context file were
-unified</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">INSTALL_FROM_PYPI</span></code> arg was removed - it is automatically detected now.</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">INSTALL_FROM_DOCKER_CONTEXT_FILES</span></code> arg changed to <code class="docutils literal notranslate"><span class="pre">INSTALL_PACKAGES_FROM_CONTEXT</span></code></p></li>
-</ul>
-</li>
-</ul>
+ <div class="section" id="module-airflow.decorators.base">
+<span id="airflow-decorators-base"></span><h1><a class="reference internal" href="#module-airflow.decorators.base" title="airflow.decorators.base"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.base</span></code></a><a class="headerlink" href="#module-airflow.decorators.base" title="Permalink to this heading">¶</a></h1>
+<div class="section" id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this heading">¶</a></h2>
+<div class="section" id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
+<colgroup>
+<col style="width: 10%" />
+<col style="width: 90%" />
+</colgroup>
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.base.DecoratedOperator" title="airflow.decorators.base.DecoratedOperator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DecoratedOperator</span></code></a></p></td>
+<td><p>Wraps a Python callable and captures args/kwargs when called for execution.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator" title="airflow.decorators.base.DecoratedMappedOperator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DecoratedMappedOperator</span></code></a></p></td>
+<td><p>MappedOperator implementation for @task-decorated task function.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.base.Task" title="airflow.decorators.base.Task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Task</span></code></a></p></td>
+<td><p>Declaration of a @task-decorated callable for type-checking.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#airflow.decorators.base.TaskDecorator" title="airflow.decorators.base.TaskDecorator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TaskDecorator</span></code></a></p></td>
+<td><p>Type declaration for <code class="docutils literal notranslate"><span class="pre">task_decorator_factory</span></code> return type.</p></td>
+</tr>
+</tbody>
+</table>
</div>
-<div class="section" id="airflow-2-2">
-<h2>Airflow 2.2<a class="headerlink" href="#airflow-2-2" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.2.4
-* Add support for both <code class="docutils literal notranslate"><span class="pre">.piprc</span></code> and <code class="docutils literal notranslate"><span class="pre">pip.conf</span></code> customizations
-* Add ArtifactHub labels for better discovery of the images
-* Update default Python image to be 3.7
-* Build images with <code class="docutils literal notranslate"><span class="pre">Buildkit</span></code> (optional)
-* Fix building the image on Azure with <code class="docutils literal notranslate"><span class="pre">text</span> <span class="pre">file</span> <span class="pre">busy</span></code> error</p></li>
-<li><p>2.2.3
-* No changes</p></li>
-<li><p>2.2.2
-* No changes</p></li>
-<li><p>2.2.1
-* Workaround the problem with <code class="docutils literal notranslate"><span class="pre">libstdcpp</span></code> TLS error</p></li>
-<li><p>2.2.0
-* Remove AIRFLOW_GID (5000) from Airflow images (potentially breaking change for users using it)
-* Added warnings for Quick-start docker compose
-* Fix warm shutdown for celery worker (signal propagation)
-* Add Oauth libraries to PROD images
-* Add Python 3.9 support</p></li>
-</ul>
+<div class="section" id="functions">
+<h3>Functions<a class="headerlink" href="#functions" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
+<colgroup>
+<col style="width: 10%" />
+<col style="width: 90%" />
+</colgroup>
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.base.get_unique_task_id" title="airflow.decorators.base.get_unique_task_id"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_unique_task_id</span></code></a>(task_id[, dag, task_group])</p></td>
+<td><p>Generate unique task id given a DAG (or if run in a DAG context).</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#airflow.decorators.base.task_decorator_factory" title="airflow.decorators.base.task_decorator_factory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">task_decorator_factory</span></code></a>([python_callable, multiple_outputs])</p></td>
+<td><p>Generate a wrapper that wraps a function into an Airflow operator.</p></td>
+</tr>
+</tbody>
+</table>
</div>
-<div class="section" id="airflow-2-1">
-<h2>Airflow 2.1<a class="headerlink" href="#airflow-2-1" title="Permalink to this heading">¶</a></h2>
-<ul>
-<li><p>MySQL changed the keys to sign their packages on 17 Feb 2022. This caused all released images
-to fail when being extended. As result, on 18 Feb 2021 we re-released all
-the <code class="docutils literal notranslate"><span class="pre">2.2</span></code> and <code class="docutils literal notranslate"><span class="pre">2.1</span></code> images with latest versions of <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>
-containing the new signing key.</p>
-<p>There were subtle changes in the behaviour of some 2.1 images due to that (more details below)
-Detailed <a class="reference external" href="https://github.com/apache/airflow/issues/20911">issue here</a></p>
-</li>
-</ul>
-<dl class="field-list simple">
-<dt class="field-odd">note</dt>
-<dd class="field-odd"><p>that the changes below were valid before image refreshing on 18 Feb 2022.
-Since all the images were refreshed on 18 Feb with the same <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>
-as 2.1.4, the changes 2.1.1 -> 2.1.3 are
-effectively applied to all the images in 2.1.* line.
-The images refreshed have also those fixes added:</p>
+<div class="section" id="attributes">
+<h3>Attributes<a class="headerlink" href="#attributes" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
+<colgroup>
+<col style="width: 10%" />
+<col style="width: 90%" />
+</colgroup>
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.base.FParams" title="airflow.decorators.base.FParams"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FParams</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#airflow.decorators.base.FReturn" title="airflow.decorators.base.FReturn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FReturn</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.base.OperatorSubclass" title="airflow.decorators.base.OperatorSubclass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorSubclass</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+</tbody>
+</table>
+<dl class="py function">
+<dt class="sig sig-object py" id="airflow.decorators.base.get_unique_task_id">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.base.</span></span><span class="sig-name descname"><span class="pre">get_unique_task_id</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em c [...]
+<dd><p>Generate unique task id given a DAG (or if run in a DAG context).</p>
+<p>IDs are generated by appending a unique number to the end of
+the original task id.</p>
+<dl class="simple">
+<dt>Example:</dt><dd><p>task_id
+task_id__1
+task_id__2
+…
+task_id__20</p>
</dd>
</dl>
-<ul class="simple">
-<li><p>All 2.1.* image versions refreshed on 18 Feb 2022 have those fixes applied:
-* Fix building the image on Azure with <code class="docutils literal notranslate"><span class="pre">text</span> <span class="pre">file</span> <span class="pre">busy</span></code> error
-* Workaround the problem with <code class="docutils literal notranslate"><span class="pre">libstdcpp</span></code> TLS error
-* Remove AIRFLOW_GID (5000) from Airflow images (potentially breaking change for users using it)
-* Added warnings for Quick-start docker compose
-* Add Oauth libraries to PROD images</p></li>
-</ul>
-<p>Original image Changelog (before the refresh on 18 Feb 2022):</p>
-<ul class="simple">
-<li><dl class="simple">
-<dt>2.1.4</dt><dd><ul>
-<li><p>Workaround the problem with <code class="docutils literal notranslate"><span class="pre">libstdcpp</span></code> TLS error</p></li>
-<li><p>fixed detection of port number in connection URL</p></li>
-<li><p>Improve warnings for quick-start-docker compose</p></li>
-<li><p>Fix warm shutdown for celery worker (signal propagation)</p></li>
-</ul>
-</dd>
+<dl class="field-list simple">
</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.3</dt><dd><ul>
-<li><p>fixed auto-creation of user to use non-deprecated <code class="docutils literal notranslate"><span class="pre">create</span> <span class="pre">user</span></code> rather than <code class="docutils literal notranslate"><span class="pre">user_create</span></code></p></li>
-<li><p>remove waiting for celery backend for <code class="docutils literal notranslate"><span class="pre">worker</span></code> and <code class="docutils literal notranslate"><span class="pre">flower</span></code> commands rather than <code class="docutils literal notranslate"><span class="pre">scheduler</span></code> and <code class="docutils literal notranslate"><span class="pre">celery</span></code> only</p></li>
-<li><p>remove deprecated <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">upgradedb</span></code> command from Airflow 1.10 in case upgrade is requested</p></li>
-<li><p>Add Python 3.9 support</p></li>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedOperator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">airflow.decorators.base.</span></span><span class="sig-name descname"><span class="pre">DecoratedOperator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">python_callable</span></span></em>, <em class="sig-param"><span class [...]
+<dd><p>Bases: <a class="reference internal" href="../../models/baseoperator/index.html#airflow.models.baseoperator.BaseOperator" title="airflow.models.baseoperator.BaseOperator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">airflow.models.baseoperator.BaseOperator</span></code></a></p>
+<p>Wraps a Python callable and captures args/kwargs when called for execution.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>python_callable</strong> (<em>Callable</em>) – A reference to an object that is callable</p></li>
+<li><p><strong>op_kwargs</strong> (<em>Mapping</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>, </em><em>Any</em><em>] </em><em>| </em><em>None</em>) – a dictionary of keyword arguments that will get unpacked
+in your function (templated)</p></li>
+<li><p><strong>op_args</strong> (<em>Collection</em><em>[</em><em>Any</em><em>] </em><em>| </em><em>None</em>) – a list of positional arguments that will get unpacked when
+calling your callable (templated)</p></li>
+<li><p><strong>multiple_outputs</strong> – If set to True, the decorated function’s return value will be unrolled to
+multiple XCom values. Dict will unroll to XCom values with its keys as XCom keys. Defaults to False.</p></li>
+<li><p><strong>kwargs_to_upstream</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>, </em><em>Any</em><em>] </em><em>| </em><em>None</em>) – For certain operators, we might need to upstream certain arguments
+that would otherwise be absorbed by the DecoratedOperator (for example python_callable for the
+PythonOperator). This gives a user the option to upstream kwargs as needed.</p></li>
</ul>
</dd>
</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.2</dt><dd><ul>
-<li><p>No changes</p></li>
-</ul>
-</dd>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedOperator.template_fields">
+<span class="sig-name descname"><span class="pre">template_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w" [...]
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedOperator.template_fields_renderers">
+<span class="sig-name descname"><span class="pre">template_fields_renderers</span></span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#DecoratedOperator.template_fields_renderers"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.DecoratedOperator.template_fields_renderers" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedOperator.shallow_copy_attrs">
+<span class="sig-name descname"><span class="pre">shallow_copy_attrs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class= [...]
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedOperator.execute">
+<span class="sig-name descname"><span class="pre">execute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">context</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#DecoratedOperator.execute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.DecoratedOperator.execute" title="Per [...]
+<dd><p>Derive when creating an operator.</p>
+<p>Context is the same dictionary used as when rendering jinja templates.</p>
+<p>Refer to get_template_context for more context.</p>
+<dl class="field-list simple">
</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.1</dt><dd><ul>
-<li><p>Fix failure of lack of default commands (failed when no commands were passed)</p></li>
-<li><p>Added <code class="docutils literal notranslate"><span class="pre">_PIP_ADDITIONAL_REQUIREMENTS</span></code> development feature</p></li>
-</ul>
-</dd>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedOperator.get_python_source">
+<span class="sig-name descname"><span class="pre">get_python_source</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#DecoratedOperator.get_python_source"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.DecoratedOperator.get_python_source" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py data">
+<dt class="sig sig-object py" id="airflow.decorators.base.FParams">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.base.</span></span><span class="sig-name descname"><span class="pre">FParams</span></span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#FParams"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.FParams" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py data">
+<dt class="sig sig-object py" id="airflow.decorators.base.FReturn">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.base.</span></span><span class="sig-name descname"><span class="pre">FReturn</span></span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#FReturn"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.FReturn" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py data">
+<dt class="sig sig-object py" id="airflow.decorators.base.OperatorSubclass">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.base.</span></span><span class="sig-name descname"><span class="pre">OperatorSubclass</span></span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#OperatorSubclass"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.OperatorSubclass" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedMappedOperator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">airflow.decorators.base.</span></span><span class="sig-name descname"><span class="pre">DecoratedMappedOperator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><s [...]
+<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">airflow.models.mappedoperator.MappedOperator</span></code></p>
+<p>MappedOperator implementation for @task-decorated task function.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedMappedOperator.multiple_outputs">
+<span class="sig-name descname"><span class="pre">multiple_outputs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#DecoratedMappedOperator.multiple_outputs"><span class="viewcode-link"><span c [...]
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedMappedOperator.python_callable">
+<span class="sig-name descname"><span class="pre">python_callable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Callable</span></em><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#DecoratedMappedOperator.python_callable"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.DecoratedMappedOperator.pytho [...]
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedMappedOperator.op_kwargs_expand_input">
+<span class="sig-name descname"><span class="pre">op_kwargs_expand_input</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">airflow.models.expandinput.ExpandInput</span></em><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#DecoratedMappedOperator.op_kwargs_expand_input"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.d [...]
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedMappedOperator.__hash__">
+<span class="sig-name descname"><span class="pre">__hash__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#DecoratedMappedOperator.__hash__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.DecoratedMappedOperator.__hash__" title="Permalink to this definition">¶</a></dt>
+<dd><p>Return hash(self).</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.DecoratedMappedOperator.__attrs_post_init__">
+<span class="sig-name descname"><span class="pre">__attrs_post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#DecoratedMappedOperator.__attrs_post_init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.DecoratedMappedOperator.__attrs_post_init__" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="airflow.decorators.base.Task">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">airflow.decorators.base.</span></span><span class="sig-name descname"><span class="pre">Task</span></span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#Task"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.Task" title="Permalink to this [...]
+<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">airflow.typing_compat.Protocol</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">Generic</span></code>[<a class="reference internal" href="#airflow.decorators.base.FParams" title="airflow.decorators.base.FParams"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FParams</span></code></a>, <a class="reference internal" href="#airflow. [...]
+<p>Declaration of a @task-decorated callable for type-checking.</p>
+<p>An instance of this type inherits the call signature of the decorated
+function wrapped in it (not <em>exactly</em> since it actually returns an XComArg,
+but there’s no way to express that right now), and provides two additional
+methods for task-mapping.</p>
+<p>This type is implemented by <code class="docutils literal notranslate"><span class="pre">_TaskDecorator</span></code> at runtime.</p>
+<dl class="py property">
+<dt class="sig sig-object py" id="airflow.decorators.base.Task.__wrapped__">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">__wrapped__</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="pre">FParams</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">FReturn</span><span class="p"><span [...]
+<dd><dl class="field-list simple">
</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.0</dt><dd><ul>
-<li><p>Unset default <code class="docutils literal notranslate"><span class="pre">PIP_USER</span></code> variable - which caused PythonVirtualEnv to fail</p></li>
-</ul>
-</dd>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.base.Task.__call__">
+<span class="sig-name descname"><span class="pre">__call__</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="pre">FParams</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">airflow.models.xcom_arg.XComArg</span><span class="p"><span class="pre">]</span></span></em><a class="reference internal" [...]
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.base.Task.function">
+<span class="sig-name descname"><span class="pre">function</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="pre">FParams</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">FReturn</span><span class="p"><span class="pre">]</span></span></em><a class="reference internal" href="../../../../_modu [...]
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.Task.partial">
+<span class="sig-name descname"><span class="pre">partial</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#Task.partial"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.T [...]
+<dd><dl class="field-list simple">
</dl>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-0">
-<h2>Airflow 2.0<a class="headerlink" href="#airflow-2-0" title="Permalink to this heading">¶</a></h2>
-<ul>
-<li><p>MySQL changed the keys to sign their packages on 17 Feb 2022. This caused all released images
-to fail when being extended. As result, on 18 Feb 2021 we re-released all
-the <code class="docutils literal notranslate"><span class="pre">2.2</span></code> and <code class="docutils literal notranslate"><span class="pre">2.1</span></code> images with latest versions of <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>
-containing the new signing key.</p>
-<p>There were no changes in the behaviour of 2.0.2 image due to that
-Detailed <a class="reference external" href="https://github.com/apache/airflow/issues/20911">issue here</a> .
-Only 2.0.2 image was regenerated, as 2.0.1 and 2.0.0 versions are hardly used and it is unlikely someone
-would like to extend those images. Extending 2.0.1 and 2.0.0 images will lead to failures of “missing key”.</p>
-</li>
-<li><dl class="simple">
-<dt>2.0.2</dt><dd><ul class="simple">
-<li><p>Set correct PYTHONPATH for <code class="docutils literal notranslate"><span class="pre">root</span></code> user. Allows to run the image as root</p></li>
-<li><p>Warn if the deprecated 5000 group ID was used for airflow user when running the image
-(should be 0 for the OpenShift compatibility). Fails if the group 5000 was used with any other user
-(it would not work anyway but with cryptic errors)</p></li>
-<li><p>Set umask as 002 by default, so that you can actually change the user id used to run the image
-(required for OpenShift compatibility)</p></li>
-<li><p>Skip checking the DB and celery backend if CONNECTION_CHECK_MAX_COUNT is equal to 0</p></li>
-</ul>
-</dd>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.Task.expand">
+<span class="sig-name descname"><span class="pre">expand</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#Task.expand"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.Tas [...]
+<dd><dl class="field-list simple">
</dl>
-</li>
-<li><dl class="simple">
-<dt>2.0.1</dt><dd><ul class="simple">
-<li><p>Avoid reverse IP lookup when checking DB availability. This helped to solve long delays on misconfigured
-docker engines</p></li>
-<li><p>Add auto-detection of redis and amqp broker ports</p></li>
-<li><p>Fixed detection of all user/password combinations in URLs - helps in auto-detecting ports and testing
-connectivity</p></li>
-<li><p>Add possibility to create Admin user automatically when entering the image</p></li>
-<li><p>Automatically create system user when different user than <code class="docutils literal notranslate"><span class="pre">airflow</span></code> is used. Needed for OpenShift
-compatibility</p></li>
-<li><p>Allows to exec to <code class="docutils literal notranslate"><span class="pre">bash</span></code> or <code class="docutils literal notranslate"><span class="pre">python</span></code> if specified as parameters</p></li>
-<li><p>Remove <code class="docutils literal notranslate"><span class="pre">airflow</span></code> command if it is specified as first parameter of the <code class="docutils literal notranslate"><span class="pre">run</span></code> command</p></li>
-</ul>
-</dd>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.Task.expand_kwargs">
+<span class="sig-name descname"><span class="pre">expand_kwargs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">kwargs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</s [...]
+<dd><dl class="field-list simple">
</dl>
-</li>
-<li><dl class="simple">
-<dt>2.0.0</dt><dd><ul class="simple">
-<li><p>Initial release of the image based on Debian Buster</p></li>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.Task.override">
+<span class="sig-name descname"><span class="pre">override</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#Task.override"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base [...]
+<dd><dl class="field-list simple">
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="airflow.decorators.base.TaskDecorator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">airflow.decorators.base.</span></span><span class="sig-name descname"><span class="pre">TaskDecorator</span></span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#TaskDecorator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.base.TaskDecorator [...]
+<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">airflow.typing_compat.Protocol</span></code></p>
+<p>Type declaration for <code class="docutils literal notranslate"><span class="pre">task_decorator_factory</span></code> return type.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.TaskDecorator.__call__">
+<span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_callable</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="pre">FParams</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">FReturn</ [...]
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multiple_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre"> [...]
+<dd><p>For the decorator factory <code class="docutils literal notranslate"><span class="pre">@task()</span></code> case.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.base.TaskDecorator.override">
+<span class="sig-name descname"><span class="pre">override</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/decorators/base.html#TaskDecorator.override"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decora [...]
+<dd><dl class="field-list simple">
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="airflow.decorators.base.task_decorator_factory">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.base.</span></span><span class="sig-name descname"><span class="pre">task_decorator_factory</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_callable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></ [...]
+<dd><p>Generate a wrapper that wraps a function into an Airflow operator.</p>
+<p>Can be reused in a single DAG.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>python_callable</strong> (<em>Callable</em><em> | </em><em>None</em>) – Function to decorate.</p></li>
+<li><p><strong>multiple_outputs</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a><em> | </em><em>None</em>) – If set to True, the decorated function’s return
+value will be unrolled to multiple XCom values. Dict will unroll to XCom
+values with its keys as XCom keys. If set to False (default), only at
+most one XCom value is pushed.</p></li>
+<li><p><strong>decorated_operator_class</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.12)"><em>type</em></a><em>[</em><a class="reference internal" href="../../models/baseoperator/index.html#airflow.models.baseoperator.BaseOperator" title="airflow.models.baseoperator.BaseOperator"><em>airflow.models.baseoperator.BaseOperator</em></a><em>]</em>) – The operator that executes the logic needed
+to run the python function in the correct environment.</p></li>
</ul>
</dd>
</dl>
-</li>
-</ul>
+<p>Other kwargs are directly forwarded to the underlying operator class when
+it’s instantiated.</p>
+</dd></dl>
+
</div>
-<div class="section" id="changes-after-publishing-the-images">
-<h2>Changes after publishing the images<a class="headerlink" href="#changes-after-publishing-the-images" title="Permalink to this heading">¶</a></h2>
-<p>Occasionally our images need to be regenerated using newer <code class="docutils literal notranslate"><span class="pre">Dockerfiles</span></code> or constraints.
-This happens when an issue is found or a breaking change is released by our dependencies
-that invalidates the already released image, and regenerating the image makes it usable again.
-While we cannot assure 100% backwards compatibility when it happens, we at least document it
-here so that users affected can find the reason for the changes.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 9%" />
-<col style="width: 14%" />
-<col style="width: 28%" />
-<col style="width: 16%" />
-<col style="width: 32%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Date</p></th>
-<th class="head"><p>Affected images</p></th>
-<th class="head"><p>Potentially breaking change</p></th>
-<th class="head"><p>Reason</p></th>
-<th class="head"><p>Link to Pull Request / Issue</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p>02 Aug 2024</p></td>
-<td><p>2.9.3</p></td>
-<td><ul class="simple">
-<li><p>The <code class="docutils literal notranslate"><span class="pre">apache-airflow-providers-fab</span></code>
-upgraded from 1.2.1 to 1.2.2</p></li>
-</ul>
-</td>
-<td><p>FAB provider logout
-did not work for 2.9.3</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/issues/40922">https://github.com/apache/airflow/issues/40922</a></p></td>
-</tr>
-<tr class="row-odd"><td><p>12 Mar 2024</p></td>
-<td><p>2.8.3</p></td>
-<td><ul class="simple">
-<li><p>The image was refreshed with new
-dependencies (pandas < 2.2 and
-SMTP provider 1.6.1</p></li>
-</ul>
-</td>
-<td><p>Both dependencies
-caused breaking
-changes</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/pull/37748">https://github.com/apache/airflow/pull/37748</a>
-<a class="reference external" href="https://github.com/apache/airflow/pull/37701">https://github.com/apache/airflow/pull/37701</a></p></td>
-</tr>
-<tr class="row-even"><td><p>16 Dec 2023</p></td>
-<td><p>All 2..*</p></td>
-<td><ul class="simple">
-<li><p>The AIRFLOW_GID 500 was removed</p></li>
-<li><p>MySQL <code class="docutils literal notranslate"><span class="pre">apt</span></code> repository key changed.</p></li>
-</ul>
-</td>
-<td><p>MySQL repository is
-removed after the
-key expiry fiasco</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/issues/36231">https://github.com/apache/airflow/issues/36231</a></p></td>
-</tr>
-<tr class="row-odd"><td><p>17 June 2022</p></td>
-<td><p>2.2.5</p>
-<p>2.3.0-2.3.2</p>
-</td>
-<td><ul class="simple">
-<li><p>The <code class="docutils literal notranslate"><span class="pre">Authlib</span></code> library downgraded
-from 1.0.1 to 0.15.5 version</p></li>
-</ul>
-</td>
-<td><p>Flask App Builder
-not compatible with
-Authlib >= 1.0.0</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/pull/24516">https://github.com/apache/airflow/pull/24516</a></p></td>
-</tr>
-<tr class="row-even"><td><p>18 Jan 2022</p></td>
-<td><p>All 2.2.*, 2.1.*</p></td>
-<td><ul class="simple">
-<li><p>The AIRFLOW_GID 500 was removed</p></li>
-<li><p>MySQL <code class="docutils literal notranslate"><span class="pre">apt</span></code> repository key changed.</p></li>
-</ul>
-</td>
-<td><p>MySQL changed keys
-to sign their packages
-on 17 Jan 2022</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/pull/20912">https://github.com/apache/airflow/pull/20912</a></p></td>
-</tr>
-</tbody>
-</table>
</div>
</div>
<div class="pager" role="navigation" aria-label="related navigation">
- <a rel="prev" title="Entrypoint" href="entrypoint.html" >
+ <a rel="prev" title="airflow.decorators" href="../index.html" >
<button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" accesskey="p">Previous</button>
</a>
- <a rel="next" title="Recipes" href="recipes.html" >
+ <a rel="next" title="airflow.decorators.bash" href="../bash/index.html" >
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</div>
@@ -1069,18 +1181,51 @@ on 17 Jan 2022</p></td>
<nav class="wy-nav-side-toc">
<div class="wy-menu-vertical">
<ul>
-<li><a class="reference internal" href="#">Dockerfile Changelog</a><ul>
-<li><a class="reference internal" href="#airflow-2-9">Airflow 2.9</a></li>
-<li><a class="reference internal" href="#airflow-2-8">Airflow 2.8</a></li>
-<li><a class="reference internal" href="#airflow-2-7">Airflow 2.7</a></li>
-<li><a class="reference internal" href="#airflow-2-6">Airflow 2.6</a></li>
-<li><a class="reference internal" href="#airflow-2-5">Airflow 2.5</a></li>
-<li><a class="reference internal" href="#airflow-2-4">Airflow 2.4</a></li>
-<li><a class="reference internal" href="#airflow-2-3">Airflow 2.3</a></li>
-<li><a class="reference internal" href="#airflow-2-2">Airflow 2.2</a></li>
-<li><a class="reference internal" href="#airflow-2-1">Airflow 2.1</a></li>
-<li><a class="reference internal" href="#airflow-2-0">Airflow 2.0</a></li>
-<li><a class="reference internal" href="#changes-after-publishing-the-images">Changes after publishing the images</a></li>
+<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.base</span></code></a><ul>
+<li><a class="reference internal" href="#module-contents">Module Contents</a><ul>
+<li><a class="reference internal" href="#classes">Classes</a></li>
+<li><a class="reference internal" href="#functions">Functions</a></li>
+<li><a class="reference internal" href="#attributes">Attributes</a><ul>
+<li><a class="reference internal" href="#airflow.decorators.base.get_unique_task_id"><code class="docutils literal notranslate"><span class="pre">get_unique_task_id()</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedOperator"><code class="docutils literal notranslate"><span class="pre">DecoratedOperator</span></code></a><ul>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedOperator.template_fields"><code class="docutils literal notranslate"><span class="pre">DecoratedOperator.template_fields</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedOperator.template_fields_renderers"><code class="docutils literal notranslate"><span class="pre">DecoratedOperator.template_fields_renderers</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedOperator.shallow_copy_attrs"><code class="docutils literal notranslate"><span class="pre">DecoratedOperator.shallow_copy_attrs</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedOperator.execute"><code class="docutils literal notranslate"><span class="pre">DecoratedOperator.execute()</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedOperator.get_python_source"><code class="docutils literal notranslate"><span class="pre">DecoratedOperator.get_python_source()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#airflow.decorators.base.FParams"><code class="docutils literal notranslate"><span class="pre">FParams</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.FReturn"><code class="docutils literal notranslate"><span class="pre">FReturn</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.OperatorSubclass"><code class="docutils literal notranslate"><span class="pre">OperatorSubclass</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator</span></code></a><ul>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.multiple_outputs"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.multiple_outputs</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.python_callable"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.python_callable</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.op_kwargs_expand_input"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.op_kwargs_expand_input</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.__hash__"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.__hash__()</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.base.DecoratedMappedOperator.__attrs_post_init__"><code class="docutils literal notranslate"><span class="pre">DecoratedMappedOperator.__attrs_post_init__()</span></code></a></li>
+</ul>
+</li>
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+<li><a class="reference internal" href="#airflow.decorators.base.Task.override"><code class="docutils literal notranslate"><span class="pre">Task.override()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#airflow.decorators.base.TaskDecorator"><code class="docutils literal notranslate"><span class="pre">TaskDecorator</span></code></a><ul>
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+<li><a class="reference internal" href="#airflow.decorators.base.TaskDecorator.override"><code class="docutils literal notranslate"><span class="pre">TaskDecorator.override()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#airflow.decorators.base.task_decorator_factory"><code class="docutils literal notranslate"><span class="pre">task_decorator_factory()</span></code></a></li>
+</ul>
+</li>
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</ul>
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+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#logging-and-monitoring">Logging and Monitoring</a></li>
+<li class="toctree-l3 current"><a class="reference internal" href="../../../../public-airflow-interface.html#decorators">Decorators</a><ul class="current">
+<li class="toctree-l4 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a><ul class="current">
+<li class="toctree-l5 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="../base/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.base</span></code></a></li>
+<li class="toctree-l6 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../condition/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../sensor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../setup_teardown/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.setup_teardown</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../short_circuit/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.short_circuit</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../task_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.task_group</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#email-notifications">Email notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#notifications">Notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#cluster-policies">Cluster Policies</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#lineage">Lineage</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../public-airflow-interface.html#what-is-not-part-of-the-public-interface-of-apache-airflow">What is not part of the Public Interface of Apache Airflow?</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../best-practices.html">Best Practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../faq.html">FAQ</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../troubleshooting.html">Troubleshooting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release-process.html">Release Policies</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release_notes.html">Release Notes</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../privacy_notice.html">Privacy Notice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../project.html">Project</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../license.html">License</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">References</span></p>
<ul>
-<li class="toctree-l1"><a class="reference internal" href="build-arg-ref.html">Image build arguments reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../operators-and-hooks-ref.html">Operators and hooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../cli-and-env-variables-ref.html">CLI</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../templates-ref.html">Templates</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../stable-rest-api-ref.html">Stable REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../deprecated-rest-api-ref.html">Deprecated REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../extra-packages-ref.html">Extra packages</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Internal DB details</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../migrations-ref.html">Database Migrations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../database-erd-ref.html">Database ERD Schema</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">System tests</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../tests/system/core/index.html">System Tests</a></li>
</ul>
</div>
@@ -534,9 +710,13 @@
<ul class="breadcrumb">
- <li class="breadcrumb-item"><a href="#" class="icon icon-home"> Home</a></li>
+ <li class="breadcrumb-item"><a href="../../../../index.html" class="icon icon-home"> Home</a></li>
+
+ <li class="breadcrumb-item"><a href="../../../../public-airflow-interface.html"> Public Interface of Airflow</a></li>
+
+ <li class="breadcrumb-item"><a href="../index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a></li>
- <li class="breadcrumb-item"><a href="index.html"> Docker Image for Apache Airflow</a></li>
+ <li class="breadcrumb-item"><a href="index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a></li>
</ul>
</div>
@@ -547,195 +727,16 @@
<div class="bodywrapper">
<div class="body" role="main">
- <blockquote>
-<div></div></blockquote>
-<a class="reference internal image-reference" href="_images/docker-logo.png"><img alt="_images/docker-logo.png" src="_images/docker-logo.png" style="width: 100px;" /></a>
-<div class="section" id="docker-image-for-apache-airflow">
-<h1>Docker Image for Apache Airflow<a class="headerlink" href="#docker-image-for-apache-airflow" title="Permalink to this heading">¶</a></h1>
-<div class="toctree-wrapper compound">
-</div>
-<div class="toctree-wrapper compound">
-</div>
-<p>For the ease of deployment in production, the community releases a production-ready reference container
-image.</p>
-<p>The Apache Airflow community, releases Docker Images which are <code class="docutils literal notranslate"><span class="pre">reference</span> <span class="pre">images</span></code> for Apache Airflow.
-Every time a new version of Airflow is released, the images are prepared in the
-<a class="reference external" href="https://hub.docker.com/r/apache/airflow">apache/airflow DockerHub</a>
-for all the supported Python versions.</p>
-<p>You can find the following images there (Assuming Airflow version <code class="code docutils literal notranslate"><span class="pre">2.10.0</span></code>):</p>
-<ul class="simple">
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:latest</span></code> - the latest released Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:latest-pythonX.Y</span></code> - the latest released Airflow image with specific Python version</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:2.10.0</span></code> - the versioned Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:2.10.0-pythonX.Y</span></code> - the versioned Airflow image with specific Python version</p></li>
-</ul>
-<p>Those are “reference” regular images. They contain the most common set of extras, dependencies and providers that are
-often used by the users and they are good to “try-things-out” when you want to just take Airflow for a spin,</p>
-<p>You can also use “slim” images that contain only core airflow and are about half the size of the “regular” images
-but you need to add all the <a class="reference external" href="/docs/apache-airflow/stable/extra-packages-ref.html" title="(in apache-airflow v2.10.0.dev0)"><span>Reference for package extras</span></a> and providers that you need separately
-via <a class="reference internal" href="build.html#build-build-image"><span class="std std-ref">Building the image</span></a>.</p>
-<ul class="simple">
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-latest</span></code> - the latest released Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-latest-pythonX.Y</span></code> - the latest released Airflow image with specific Python version</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-2.10.0</span></code> - the versioned Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-2.10.0-pythonX.Y</span></code> - the versioned Airflow image with specific Python version</p></li>
-</ul>
-<p>The Apache Airflow image provided as convenience package is optimized for size, and
-it provides just a bare minimal set of the extras and dependencies installed and in most cases
-you want to either extend or customize the image. You can see all possible extras in <a class="reference external" href="/docs/apache-airflow/stable/extra-packages-ref.html" title="(in apache-airflow v2.10.0.dev0)"><span>Reference for package extras</span></a>.
-The set of extras used in Airflow Production image are available in the
-<a class="reference external" href="https://github.com/apache/airflow/blob/2.10.0/Dockerfile">Dockerfile</a>.</p>
-<p>However, Airflow has more than 60 community-managed providers (installable via extras) and some of the
-default extras/providers installed are not used by everyone, sometimes others extras/providers
-are needed, sometimes (very often actually) you need to add your own custom dependencies,
-packages or even custom providers. You can learn how to do it in <a class="reference internal" href="build.html#build-build-image"><span class="std std-ref">Building the image</span></a>.</p>
-<p>The production images are build in DockerHub from released version and release candidates. There
-are also images published from branches but they are used mainly for development and testing purpose.
-See <a class="reference external" href="https://github.com/apache/airflow/blob/main/contributing-docs/working-with-git#airflow-git-branches">Airflow Git Branching</a>
-for details.</p>
-</div>
-<div class="section" id="fixing-images-at-release-time">
-<h1>Fixing images at release time<a class="headerlink" href="#fixing-images-at-release-time" title="Permalink to this heading">¶</a></h1>
-<p>The released “versioned” reference images are mostly <code class="docutils literal notranslate"><span class="pre">fixed</span></code> when we release Airflow version and we only
-update them in exceptional circumstances. For example when we find out that there are dependency errors
-that might prevent important Airflow or embedded provider’s functionalities working. In normal circumstances,
-the images are not going to change after release, even if new version of Airflow dependencies are released -
-not even when those versions contain critical security fixes. The process of Airflow releases is designed
-around upgrading dependencies automatically where applicable but only when we release a new version of Airflow,
-not for already released versions.</p>
-</div>
-<div class="section" id="what-should-i-do-if-my-security-scan-shows-critical-and-high-vulnerabilities-in-the-image">
-<h1>What should I do if my security scan shows critical and high vulnerabilities in the image?<a class="headerlink" href="#what-should-i-do-if-my-security-scan-shows-critical-and-high-vulnerabilities-in-the-image" title="Permalink to this heading">¶</a></h1>
-<p>We often hear questions that our users use various security scanners on the image and find out that
-there are some critical and high vulnerabilities in the image - not coming from Airflow but for some other
-components. In general, this is normal and expected that such vulnerabilities are found in the image after
-it’s been released and fixed - precisely because we are NOT updating the images after they are released as
-explained above. Also sometimes even the latest releases contain vulnerabilities that are not yet fixed
-in the base image we use or in the dependencies we use and cannot upgrade, because some of our providers
-have limits and did not manage to upgrade yet and we have no control over that. So it is possible
-that even the most recent release of our image there are some High and Critical vulnerabilities that
-are not yet fixed.</p>
-<p><strong>What can you do in such case?</strong></p>
-<p>First of all - you should know what you should NOT do.</p>
-<p>Do NOT send private email to the Airflow Security Team with scan results and asking what to do.
-The Security team at Airflow takes care exclusively about undisclosed vulnerabilities in Airflow itself, not
-in the dependencies or in the base image. The security email should only be used to report privately any
-security issues that can be exploited via Airflow. This is nicely explained in our
-<a class="reference external" href="https://github.com/apache/airflow/security/policy">Security Policy</a> where you can find more details
-including the need to provide reproducible scenarios and submitting ONE issue per email. NEVER submit multiple
-vulnerabilities in one email - those are rejected immediately, as they make the process of handling the issue
-way harder for everyone, including the reporters.</p>
-<p>Also DO NOT open a GitHub Issue with the scan results and asking what to do. The GitHub Issues are for
-reporting bugs and feature requests to Airflow itself, not for asking for help with the security scans on
-3rd party components.</p>
-<p>So what are your options?</p>
-<p>You have four options:</p>
-<ol class="arabic simple">
-<li><p>Build your own custom image following the examples we share there - using the latest base image and
-possibly manually bumping dependencies you want to bump. There are quite a few examples
-in <a class="reference internal" href="build.html#build-build-image"><span class="std std-ref">Building the image</span></a> which you can follow. You can use “slim” image as a base
-for your images and rather than basing your image on the “reference” image that has a number of extras
-and providers installed, you can only install what you actually need and upgrade some dependencies that
-otherwise would not be possible to upgrade - because some of the provider libraries have limits and
-did not manage to upgrade yet and we have no control over that. This is the most flexible way to
-build your image and you can build your process to combine it with quickly upgrading to latest Airflow
-versions (see point 2. below).</p></li>
-<li><p>Wait for a new version of Airflow and upgrade to it. Airflow images are updated to latest “non-conflicting”
-dependencies and use latest “base” image at release time, so what you have in the reference images
-at the moment we publish the image / release the version is what is “latest and greatest”
-available at the moment with the base platform we use (Debian Bookworm is the reference image we use).
-This is one of good strategies you can take - build a process to upgrade your Airflow version regularly
-- quickly after it has been released by the community, this will help you to keep up with the latest
-security fixes in the dependencies.</p></li>
-<li><p>If the base platform we use (currently Debian Bookworm) does not contain the latest versions you want
-and you want to use other base images, you can take a look at what system dependencies are installed
-and scripts in the latest <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> of airflow and take inspiration from it and build your own image
-or copy it and modify it to your needs. See the
-<a class="reference external" href="https://github.com/apache/airflow/blob/2.10.0/Dockerfile">Dockerfile</a> for the latest version.</p></li>
-<li><p>Research if the vulnerability affects you or not. Even if there is a dependency with high or critical
-vulnerability, it does not mean that it can be exploited in Airflow (or specifically in the way you are
-using Airflow). If you do have a reproducible scenario how a vulnerability can be exploited in Airflow, you should -
-of course - privately report it to the security team. But if you do not have reproducible
-scenario, please do some research and try to understand the impact of the vulnerability on Airflow. That
-research might result in a public GitHub Discussion where you can discuss the impact of the
-vulnerability if you research will indicate Airflow might not be impacted or private security email if
-you find a reproducible scenario on how to exploit it.</p></li>
-</ol>
-<p><strong>How do I discuss publicly about public CVEs in the image?</strong></p>
-<p>The security scans report public vulnerabilities in 3rd-party components of Airflow. Since those are
-already public vulnerabilities, this is something you can talk about but others also are talking about.
-So you can do research on your own first. Try to find discussions about the issues, how others were handling
-it and possibly even try to explore, whether the vulnerability can be exploited in Airflow or not.
-This is a very valuable contribution to the community you can do in order to help others to
-understand the impact of the vulnerability on Airflow. We highly appreciate our commercial users do it,
-because Airflow is maintained by volunteers, so if you or your company can spend some time and skills of
-security researchers to help the community to understand the impact of the vulnerability on Airflow, it
-could be a fantastic contribution to the community and way to give back to the project that your company uses
-for free.</p>
-<p>You are free to discuss it publicly, open a <a class="reference external" href="https://github.com/apache/airflow/discussions">GitHub Discussion</a>
-mentioning your findings and research you’ve done so far. Ideally (as a way to contribute to Airflow) you
-should explain the findings of your own security team in your company to help to research and understand
-the impact of the vulnerability on Airflow (and your way of using it).
-Again - strong suggestion is to open ONE discussion per vulnerability. You should NOT post scan results in
-bulk - this is not helpful for a discussion, and you will not get meaningful answers if you will attempt to
-discuss all the issues in one discussion thread.</p>
-<p>Yes - we know it’s the easy way to copy & paste your result and ask others what to do, but doing it is
-going to likely result in silence because such actions in the community as seen as pretty selfish way of
-getting your problems solved by tapping into time of other volunteers, without spending your time on making it
-easier for them to help. If you really want to get help from the community, focus your discussion on
-particular CVE, provide your findings - including analyzing your report in detail and finding which
-binaries and base images exactly are causing the scanner to report the vulnerability. Remember that only
-you have access to your scanner and you should bring as much helpful information so that others can
-comment on it. Show that you have done your homework and that you bring valuable information to the community.</p>
-<p>Opening a GitHub Discussion for this kind of issues is also a great way to communicate with the
-maintainers and security team in an open and transparent way - without reverting to the private security
-mailing list (which serves different purpose as explained above). If after such a discussion there will be
-a way to remove such a vulnerability from the scanned image - great, you can even contribute a PR to the
-Dockerfile to remove the vulnerability from the image. Maybe such a discussion will lead to a PR to allow
-Airflow to upgrade to newer dependency that fixes the vulnerability or remove it altogether, or maybe
-there is already a way to mitigate it or maybe there is already a PR that someone works on to fix it.
-All this can (and should) be discussed publicly and transparently in a GitHub Discussion, not via private
-security email, nor GitHub Issues which are exclusively about Airflow Issues not 3rd-party components
-public security issues.</p>
-</div>
-<div class="section" id="support">
-<h1>Support<a class="headerlink" href="#support" title="Permalink to this heading">¶</a></h1>
-<p>The reference Docker Image supports the following platforms and database:</p>
-<div class="section" id="intel-platform-x86-64">
-<h2>Intel platform (x86_64)<a class="headerlink" href="#intel-platform-x86-64" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>Postgres Client</p></li>
-<li><p>MySQL Client</p></li>
-<li><p>MSSQL Client</p></li>
-</ul>
-</div>
-<div class="section" id="arm-platform-aarch64">
-<h2>ARM platform (aarch64)<a class="headerlink" href="#arm-platform-aarch64" title="Permalink to this heading">¶</a></h2>
-<p>ARM support is experimental, might change any time.</p>
-<ul class="simple">
-<li><p>Postgres Client</p></li>
-<li><p>MySQL Client (MySQL 8)</p></li>
-<li><p>MSSQL Client</p></li>
-</ul>
-<p>Note that MySQL on arm has experimental support through MariaDB client library.</p>
-</div>
-</div>
-<div class="section" id="usage">
-<h1>Usage<a class="headerlink" href="#usage" title="Permalink to this heading">¶</a></h1>
-<p>The <span class="target" id="index-0"></span><a class="reference external" href="/docs/apache-airflow/stable/cli-and-env-variables-ref.html#envvar-AIRFLOW_HOME" title="(in apache-airflow v2.10.0.dev0)"><code class="xref std std-envvar docutils literal notranslate"><span class="pre">AIRFLOW_HOME</span></code></a> is set by default to <code class="docutils literal notranslate"><span class="pre">/opt/airflow/</span></code> - this means that DAGs
-are by default in the <code class="docutils literal notranslate"><span class="pre">/opt/airflow/dags</span></code> folder and logs are in the <code class="docutils literal notranslate"><span class="pre">/opt/airflow/logs</span></code></p>
-<p>The working directory is <code class="docutils literal notranslate"><span class="pre">/opt/airflow</span></code> by default.</p>
-<p>If no <span class="target" id="index-1"></span><code class="xref std std-envvar docutils literal notranslate"><span class="pre">AIRFLOW__DATABASE__SQL_ALCHEMY_CONN</span></code> variable is set then SQLite database is created in
-<code class="docutils literal notranslate"><span class="pre">${AIRFLOW_HOME}/airflow.db</span></code>.</p>
-<p>For example commands that start Airflow see: <a class="reference internal" href="entrypoint.html#entrypoint-commands"><span class="std std-ref">Executing commands</span></a>.</p>
-<p>Airflow requires many components to function as it is a distributed application. You may therefore also be interested
-in launching Airflow in the Docker Compose environment, see: <a class="reference external" href="/docs/apache-airflow/stable/howto/docker-compose/index.html" title="(in apache-airflow v2.10.0.dev0)"><span>Running Airflow in Docker</span></a>.</p>
-<p>You can use this image in <a class="reference external" href="/docs/helm-chart/stable/index.html" title="(in helm-chart v1.16.0-dev)"><span class="xref std std-doc">Helm Chart</span></a> as well.</p>
+ <div class="section" id="module-airflow.decorators.bash">
+<span id="airflow-decorators-bash"></span><h1><a class="reference internal" href="#module-airflow.decorators.bash" title="airflow.decorators.bash"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a><a class="headerlink" href="#module-airflow.decorators.bash" title="Permalink to this heading">¶</a></h1>
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- <a rel="next" title="Building the image" href="build.html" >
+ <div class="pager" role="navigation" aria-label="related navigation">
+ <a rel="prev" title="airflow.decorators.base" href="../base/index.html" >
+ <button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" accesskey="p">Previous</button>
+ </a>
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@@ -805,17 +806,7 @@ in launching Airflow in the Docker Compose environment, see: <a class="reference
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-<li><a class="reference internal" href="#">Docker Image for Apache Airflow</a><ul>
-</ul>
-</li>
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-</ul>
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+ <p class="caption" role="heading"><span class="caption-text">Content</span></p>
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+<li class="toctree-l2"><a class="reference internal" href="../../../../public-airflow-interface.html#using-the-public-interface-for-dag-authors">Using the Public Interface for DAG Authors</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#executors">Executors</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#secrets-backends">Secrets Backends</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#auth-managers">Auth managers</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#authentication-backends">Authentication Backends</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#connections">Connections</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#id1">Extra Links</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#logging-and-monitoring">Logging and Monitoring</a></li>
+<li class="toctree-l3 current"><a class="reference internal" href="../../../../public-airflow-interface.html#decorators">Decorators</a><ul class="current">
+<li class="toctree-l4 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a><ul class="current">
+<li class="toctree-l5 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="../base/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.base</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../bash/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a></li>
+<li class="toctree-l6 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a><ul>
+<li class="toctree-l7"><a class="reference internal" href="#module-contents">Module Contents</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="#functions">Functions</a><ul>
+<li class="toctree-l9"><a class="reference internal" href="#airflow.decorators.branch_external_python.branch_external_python_task"><code class="docutils literal notranslate"><span class="pre">branch_external_python_task()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../condition/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../sensor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../setup_teardown/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.setup_teardown</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../short_circuit/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.short_circuit</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../task_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.task_group</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#email-notifications">Email notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#notifications">Notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#cluster-policies">Cluster Policies</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#lineage">Lineage</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../public-airflow-interface.html#what-is-not-part-of-the-public-interface-of-apache-airflow">What is not part of the Public Interface of Apache Airflow?</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../best-practices.html">Best Practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../faq.html">FAQ</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../troubleshooting.html">Troubleshooting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release-process.html">Release Policies</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release_notes.html">Release Notes</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../privacy_notice.html">Privacy Notice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../project.html">Project</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../license.html">License</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">References</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../operators-and-hooks-ref.html">Operators and hooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../cli-and-env-variables-ref.html">CLI</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../templates-ref.html">Templates</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../stable-rest-api-ref.html">Stable REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../deprecated-rest-api-ref.html">Deprecated REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../extra-packages-ref.html">Extra packages</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Internal DB details</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../migrations-ref.html">Database Migrations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../database-erd-ref.html">Database ERD Schema</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">System tests</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../tests/system/core/index.html">System Tests</a></li>
</ul>
</div>
@@ -546,9 +728,13 @@
<ul class="breadcrumb">
- <li class="breadcrumb-item"><a href="index.html" class="icon icon-home"> Home</a></li>
+ <li class="breadcrumb-item"><a href="../../../../index.html" class="icon icon-home"> Home</a></li>
+
+ <li class="breadcrumb-item"><a href="../../../../public-airflow-interface.html"> Public Interface of Airflow</a></li>
- <li class="breadcrumb-item"><a href="build-arg-ref.html"> Image build arguments reference</a></li>
+ <li class="breadcrumb-item"><a href="../index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a></li>
+
+ <li class="breadcrumb-item"><a href="index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a></li>
</ul>
</div>
@@ -559,408 +745,54 @@
<div class="bodywrapper">
<div class="body" role="main">
- <blockquote>
-<div></div></blockquote>
-<div class="section" id="image-build-arguments-reference">
-<h1>Image build arguments reference<a class="headerlink" href="#image-build-arguments-reference" title="Permalink to this heading">¶</a></h1>
-<p>The following build arguments (<code class="docutils literal notranslate"><span class="pre">--build-arg</span></code> in docker build command) can be used for production images.
-Those arguments are used when you want to customize the image. You can see some examples of it in
-<a class="reference internal" href="build.html#image-build-pypi"><span class="std std-ref">Building from PyPI packages</span></a>.</p>
-<div class="section" id="basic-arguments">
-<h2>Basic arguments<a class="headerlink" href="#basic-arguments" title="Permalink to this heading">¶</a></h2>
-<p>Those are the most common arguments that you use when you want to build a custom image.</p>
-<table class="docutils align-default">
+ <div class="section" id="module-airflow.decorators.branch_external_python">
+<span id="airflow-decorators-branch-external-python"></span><h1><a class="reference internal" href="#module-airflow.decorators.branch_external_python" title="airflow.decorators.branch_external_python"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a><a class="headerlink" href="#module-airflow.decorators.branch_external_python" title="Permalink to this heading">¶</a></h1>
+<div class="section" id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this heading">¶</a></h2>
+<div class="section" id="functions">
+<h3>Functions<a class="headerlink" href="#functions" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
<colgroup>
-<col style="width: 33%" />
-<col style="width: 33%" />
-<col style="width: 35%" />
+<col style="width: 10%" />
+<col style="width: 90%" />
</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">PYTHON_BASE_IMAGE</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">python:3.8-slim-bookworm</span></code></p></td>
-<td><p>Base python image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_VERSION</span></code></p></td>
-<td><p><code class="code docutils literal notranslate"><span class="pre">2.10.0</span></code></p></td>
-<td><p>version of Airflow.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_EXTRAS</span></code></p></td>
-<td><p>(see below the table)</p></td>
-<td><p>Default extras with which airflow is
-installed.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_AIRFLOW_EXTRAS</span></code></p></td>
-<td></td>
-<td><p>Optional additional extras with which
-airflow is installed.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_HOME</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/opt/airflow</span></code></p></td>
-<td><p>Airflow’s HOME (that’s where logs and
-SQLite databases are stored).</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_USER_HOME_DIR</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/home/airflow</span></code></p></td>
-<td><p>Home directory of the Airflow user.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_PIP_VERSION</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre"><LATEST_AVAILABLE_IN_PYPI></span></code></p></td>
-<td><p>PIP version used.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UV_VERSION</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre"><LATEST_AVAILABLE_IN_PYPI></span></code></p></td>
-<td><p>UV version used.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_USE_UV</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>Whether to use UV to build the image.
-This is an experimental feature.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">UV_HTTP_TIMEOUT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">300</span></code></p></td>
-<td><p>Timeout in seconds for UV pull requests.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PIP_INSTALL_FLAGS</span></code></p></td>
-<td></td>
-<td><p>additional <code class="docutils literal notranslate"><span class="pre">pip</span></code> flags passed to the
-installation commands (except when
-reinstalling <code class="docutils literal notranslate"><span class="pre">pip</span></code> itself)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">PIP_PROGRESS_BAR</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">on</span></code></p></td>
-<td><p>Progress bar for PIP installation</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UID</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">50000</span></code></p></td>
-<td><p>Airflow user UID.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">constraints</span></code></p></td>
-<td><p>Type of constraints to build the image.
-This can be <code class="docutils literal notranslate"><span class="pre">constraints</span></code> for regular
-images or <code class="docutils literal notranslate"><span class="pre">constraints-no-providers</span></code> for
-slim images.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS_REFERENCE</span></code></p></td>
-<td></td>
-<td><p>Reference (branch or tag) from GitHub
-where constraints file is taken from
-It can be <code class="docutils literal notranslate"><span class="pre">constraints-main</span></code> or
-<code class="docutils literal notranslate"><span class="pre">constraints-2-0</span></code> for
-2.0.* installation. In case of building
-specific version you want to point it
-to specific tag, for example
-<code class="code docutils literal notranslate"><span class="pre">constraints-2.10.0</span></code>.
-Auto-detected if empty.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.branch_external_python.branch_external_python_task" title="airflow.decorators.branch_external_python.branch_external_python_task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">branch_external_python_task</span></code></a>([python_callable, ...])</p></td>
+<td><p>Wrap a python function into a BranchExternalPythonOperator.</p></td>
</tr>
</tbody>
</table>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Before Airflow 2.2, the image also had <code class="docutils literal notranslate"><span class="pre">AIRFLOW_GID</span></code> parameter, but it did not provide any additional
-functionality - only added confusion - so it has been removed.</p>
-</div>
-<p>List of default extras in the production Dockerfile:</p>
-<ul class="simple">
-<li><p>aiobotocore</p></li>
-<li><p>amazon</p></li>
-<li><p>async</p></li>
-<li><p>celery</p></li>
-<li><p>cncf-kubernetes</p></li>
-<li><p>common-io</p></li>
-<li><p>docker</p></li>
-<li><p>elasticsearch</p></li>
-<li><p>fab</p></li>
-<li><p>ftp</p></li>
-<li><p>google</p></li>
-<li><p>google-auth</p></li>
-<li><p>graphviz</p></li>
-<li><p>grpc</p></li>
-<li><p>hashicorp</p></li>
-<li><p>http</p></li>
-<li><p>ldap</p></li>
-<li><p>microsoft-azure</p></li>
-<li><p>mysql</p></li>
-<li><p>odbc</p></li>
-<li><p>openlineage</p></li>
-<li><p>pandas</p></li>
-<li><p>postgres</p></li>
-<li><p>redis</p></li>
-<li><p>sendgrid</p></li>
-<li><p>sftp</p></li>
-<li><p>slack</p></li>
-<li><p>snowflake</p></li>
-<li><p>ssh</p></li>
-<li><p>statsd</p></li>
-<li><p>uv</p></li>
-<li><p>virtualenv</p></li>
-</ul>
-</div>
-<div class="section" id="image-optimization-options">
-<h2>Image optimization options<a class="headerlink" href="#image-optimization-options" title="Permalink to this heading">¶</a></h2>
-<p>The main advantage of Customization method of building Airflow image, is that it allows to build highly optimized image because
-the final image (RUNTIME) might not contain all the dependencies that are needed to build and install all other dependencies
-(DEV). Those arguments allow to control what is installed in the DEV image and what is installed in RUNTIME one, thus
-allowing to produce much more optimized images. See <a class="reference internal" href="build.html#image-build-optimized"><span class="std std-ref">Building optimized images</span></a>.
-for examples of using those arguments.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">UPGRADE_INVALIDATION_STRING</span></code></p></td>
-<td></td>
-<td><p>If set to a random, non-empty value
-the dependencies are upgraded to newer
-versions. In CI it is set to build id
-to make sure subsequent builds are not
-reusing cached images with same value.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PYTHON_DEPS</span></code></p></td>
-<td></td>
-<td><p>Optional python packages to extend
-the image with some extra dependencies.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Dev apt command executed before dev deps
-are installed in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Dev apt command executed
-before dev dep are installed
-in the Build image. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Dev APT dependencies installed
-in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt dev dependencies
-installed in the Build image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing dev deps.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Runtime apt command executed before deps
-are installed in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Runtime apt command executed
-before runtime dep are installed
-in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Runtime APT dependencies installed
-in the Main image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt runtime dependencies
-installed in the Main image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing runtime deps.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MySQL client should be installed
-The mysql extra is removed from extras
-if the client is not installed.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">mariadb</span></code></p></td>
-<td><p>Type of MySQL client library. This
-can be <code class="docutils literal notranslate"><span class="pre">mariadb</span></code> or <code class="docutils literal notranslate"><span class="pre">mysql</span></code>
-Regardless of the parameter, <code class="docutils literal notranslate"><span class="pre">mariadb</span></code>
-will always be used on ARM.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MSSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MsSQL client should be installed</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_POSTGRES_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether Postgres client should be
-installed</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<div class="section" id="installing-airflow-using-different-methods">
-<h2>Installing Airflow using different methods<a class="headerlink" href="#installing-airflow-using-different-methods" title="Permalink to this heading">¶</a></h2>
-<p>Those parameters are useful only if you want to install Airflow using different installation methods than the default
-(installing from PyPI packages).</p>
-<p>This is usually only useful if you have your own fork of Airflow and want to build the images locally from
-those sources - either locally or directly from GitHub sources. This way you do not need to release your
-Airflow and Providers via PyPI - they can be installed directly from sources or from GitHub repository.
-Another option of installation is to build Airflow from previously prepared binary Python packages which might
-be useful if you need to build Airflow in environments that require high levels of security.</p>
-<dl class="simple">
-<dt>You can see some examples of those in:</dt><dd><ul class="simple">
-<li><p><a class="reference internal" href="build.html#image-build-github"><span class="std std-ref">Building from GitHub</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-custom"><span class="std std-ref">Using custom installation sources</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-secure-environments"><span class="std std-ref">Build images in security restricted environments</span></a></p></li>
+<dl class="py function">
+<dt class="sig sig-object py" id="airflow.decorators.branch_external_python.branch_external_python_task">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.branch_external_python.</span></span><span class="sig-name descname"><span class="pre">branch_external_python_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_callable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class= [...]
+<dd><p>Wrap a python function into a BranchExternalPythonOperator.</p>
+<p>For more information on how to use this operator, take a look at the guide:
+<a class="reference internal" href="../../../../core-concepts/dags.html#concepts-branching"><span class="std std-ref">Branching</span></a></p>
+<p>Accepts kwargs for operator kwarg. Can be reused in a single DAG.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>python_callable</strong> (<em>Callable</em><em> | </em><em>None</em>) – Function to decorate</p></li>
+<li><p><strong>multiple_outputs</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a><em> | </em><em>None</em>) – if set, function return value will be
+unrolled to multiple XCom values. Dict will unroll to xcom values with keys as XCom keys.
+Defaults to False.</p></li>
</ul>
</dd>
</dl>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_INSTALLATION_METHOD</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code></p></td>
-<td><p>Installation method of Apache Airflow.
-<code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code> for installation from
-PyPI. It can be GitHub repository URL
-including branch or tag to install from
-that repository or “.” to install from
-local sources. Installing from sources
-requires appropriate values of the
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code> and
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code> variables (see
-below)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code></p></td>
-<td><p>Sources of Airflow. Set it to “.” when
-you install Airflow from local sources</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/Dockerfile</span></code></p></td>
-<td><p>Target for Airflow sources. Set to
-“/opt/airflow” when you install Airflow
-from local sources.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_VERSION_SPECIFICATION</span></code></p></td>
-<td></td>
-<td><p>Optional - might be used for using limit
-for Airflow version installation - for
-example <code class="docutils literal notranslate"><span class="pre"><2.0.2</span></code> for automated builds.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS_LOCATION</span></code></p></td>
-<td></td>
-<td><p>If not empty, it will override the
-source of the constraints with the
-specified URL or file. Note that the
-file has to be in Docker context so
-it’s best to place such file in
-one of the folders included in
-<code class="docutils literal notranslate"><span class="pre">.dockerignore</span></code> file.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">DOCKER_CONTEXT_FILES</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code></p></td>
-<td><p>If set to a folder (for example to
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code> folder), then
-this folder will be copied to the
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code> inside the
-context of docker and you will be able
-to install from binary files present
-there. By default we set it to
-Dockerfile as we know the file is there,
-otherwise the COPY instruction fails.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_PACKAGES_FROM_CONTEXT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>If set to true, Airflow, providers and
-all dependencies are installed from
-from locally built/downloaded
-.whl and .tar.gz files placed in the
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code>.</p></td>
-</tr>
-</tbody>
-</table>
+</dd></dl>
+
</div>
-<div class="section" id="pre-caching-pip-dependencies">
-<h2>Pre-caching PIP dependencies<a class="headerlink" href="#pre-caching-pip-dependencies" title="Permalink to this heading">¶</a></h2>
-<p>When image is build from PIP, by default pre-caching of PIP dependencies is used. This is in order to speed-up incremental
-builds during development. When pre-cached PIP dependencies are used and <code class="docutils literal notranslate"><span class="pre">pyproject.toml</span></code> changes, the
-PIP dependencies are already pre-installed, thus resulting in much faster image rebuild. This is purely an optimization
-of time needed to build the images and should be disabled if you want to install Airflow from
-Docker context files.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 33%" />
-<col style="width: 33%" />
-<col style="width: 33%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_BRANCH</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">main</span></code></p></td>
-<td><p>the branch from which PIP dependencies
-are pre-installed initially.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_REPO</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">apache/airflow</span></code></p></td>
-<td><p>the repository from which PIP
-dependencies are pre-installed.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_PRE_CACHED_PIP_PACKAGES</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>Allows to pre-cache airflow PIP packages
-from the GitHub of Apache Airflow
-This allows to optimize iterations for
-Image builds and speeds up CI builds.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">PIP_CACHE_EPOCH</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">"0"</span></code></p></td>
-<td><p>Allow to invalidate cache by passing a
-new argument.</p></td>
-</tr>
-</tbody>
-</table>
</div>
</div>
<div class="pager" role="navigation" aria-label="related navigation">
- <a rel="prev" title="Recipes" href="recipes.html" >
+ <a rel="prev" title="airflow.decorators.bash" href="../bash/index.html" >
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- </a><button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" disabled>Next</button>
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+ </a>
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@@ -1028,11 +860,14 @@ new argument.</p></td>
<nav class="wy-nav-side-toc">
<div class="wy-menu-vertical">
<ul>
-<li><a class="reference internal" href="#">Image build arguments reference</a><ul>
-<li><a class="reference internal" href="#basic-arguments">Basic arguments</a></li>
-<li><a class="reference internal" href="#image-optimization-options">Image optimization options</a></li>
-<li><a class="reference internal" href="#installing-airflow-using-different-methods">Installing Airflow using different methods</a></li>
-<li><a class="reference internal" href="#pre-caching-pip-dependencies">Pre-caching PIP dependencies</a></li>
+<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a><ul>
+<li><a class="reference internal" href="#module-contents">Module Contents</a><ul>
+<li><a class="reference internal" href="#functions">Functions</a><ul>
+<li><a class="reference internal" href="#airflow.decorators.branch_external_python.branch_external_python_task"><code class="docutils literal notranslate"><span class="pre">branch_external_python_task()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
</ul>
</li>
</ul>
@@ -1057,7 +892,7 @@ new argument.</p></td>
<div class="base-layout--button">
- <a href="https://github.com/apache/airflow/edit/main/docs/docker-stack/build-arg-ref.rst" rel="nofollow">
+ <a href="https://github.com/apache/airflow/edit/main/docs/apache-airflow/_api/airflow/decorators/branch_external_python/index.rst" rel="nofollow">
<button class="btn-hollow btn-brown btn-with-icon with-box-shadow button-fixed">
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@@ -1191,20 +1026,21 @@ new argument.</p></td>
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\ No newline at end of file
diff --git a/docs-archive/docker-stack/build-arg-ref.html b/docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/branch_python/index.html
similarity index 73%
copy from docs-archive/docker-stack/build-arg-ref.html
copy to docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/branch_python/index.html
index 6ffac8e3cf..6cc978fcef 100644
--- a/docs-archive/docker-stack/build-arg-ref.html
+++ b/docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/branch_python/index.html
@@ -9,20 +9,22 @@
<head>
<meta charset="utf-8" />
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- <title>Image build arguments reference — docker-stack Documentation</title>
- <link rel="stylesheet" href="_static/_gen/css/main.min.css" type="text/css" />
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- <link rel="search" title="Search" href="search.html" />
- <link rel="prev" title="Recipes" href="recipes.html" />
-
- <link rel="canonical" href="https://airflow.apache.org/docs/docker-stack/stable/build-arg-ref.html" />
+ <title>airflow.decorators.branch_python — Airflow Documentation</title>
+ <link rel="stylesheet" href="../../../../_static/_gen/css/main.min.css" type="text/css" />
+ <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css" />
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+
+ <link rel="canonical" href="https://airflow.apache.org/docs/apache-airflow/stable/_api/airflow/decorators/branch_python/index.html" />
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@@ -284,8 +286,21 @@
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@@ -315,23 +330,100 @@
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- <ul>
-<li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
-<li class="toctree-l1"><a class="reference internal" href="build.html">Building the image</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="recipes.html">Recipes</a></li>
-</ul>
-<p class="caption" role="heading"><span class="caption-text">References</span></p>
+ <p class="caption" role="heading"><span class="caption-text">Content</span></p>
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-<li class="toctree-l1 current"><a class="current reference internal" href="#">Image build arguments reference</a><ul>
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-<li class="toctree-l2"><a class="reference internal" href="#image-optimization-options">Image optimization options</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="#pre-caching-pip-dependencies">Pre-caching PIP dependencies</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../index.html">Overview</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../start.html">Quick Start</a></li>
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+ <div class="section" id="module-airflow.decorators.branch_python">
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<colgroup>
-<col style="width: 33%" />
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+<col style="width: 10%" />
+<col style="width: 90%" />
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-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
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-</tr>
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-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">PYTHON_BASE_IMAGE</span></code></p></td>
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-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_USER_HOME_DIR</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/home/airflow</span></code></p></td>
-<td><p>Home directory of the Airflow user.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_PIP_VERSION</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre"><LATEST_AVAILABLE_IN_PYPI></span></code></p></td>
-<td><p>PIP version used.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UV_VERSION</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre"><LATEST_AVAILABLE_IN_PYPI></span></code></p></td>
-<td><p>UV version used.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_USE_UV</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>Whether to use UV to build the image.
-This is an experimental feature.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">UV_HTTP_TIMEOUT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">300</span></code></p></td>
-<td><p>Timeout in seconds for UV pull requests.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PIP_INSTALL_FLAGS</span></code></p></td>
-<td></td>
-<td><p>additional <code class="docutils literal notranslate"><span class="pre">pip</span></code> flags passed to the
-installation commands (except when
-reinstalling <code class="docutils literal notranslate"><span class="pre">pip</span></code> itself)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">PIP_PROGRESS_BAR</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">on</span></code></p></td>
-<td><p>Progress bar for PIP installation</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UID</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">50000</span></code></p></td>
-<td><p>Airflow user UID.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">constraints</span></code></p></td>
-<td><p>Type of constraints to build the image.
-This can be <code class="docutils literal notranslate"><span class="pre">constraints</span></code> for regular
-images or <code class="docutils literal notranslate"><span class="pre">constraints-no-providers</span></code> for
-slim images.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS_REFERENCE</span></code></p></td>
-<td></td>
-<td><p>Reference (branch or tag) from GitHub
-where constraints file is taken from
-It can be <code class="docutils literal notranslate"><span class="pre">constraints-main</span></code> or
-<code class="docutils literal notranslate"><span class="pre">constraints-2-0</span></code> for
-2.0.* installation. In case of building
-specific version you want to point it
-to specific tag, for example
-<code class="code docutils literal notranslate"><span class="pre">constraints-2.10.0</span></code>.
-Auto-detected if empty.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.branch_python.branch_task" title="airflow.decorators.branch_python.branch_task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">branch_task</span></code></a>([python_callable, multiple_outputs])</p></td>
+<td><p>Wrap a python function into a BranchPythonOperator.</p></td>
</tr>
</tbody>
</table>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Before Airflow 2.2, the image also had <code class="docutils literal notranslate"><span class="pre">AIRFLOW_GID</span></code> parameter, but it did not provide any additional
-functionality - only added confusion - so it has been removed.</p>
-</div>
-<p>List of default extras in the production Dockerfile:</p>
-<ul class="simple">
-<li><p>aiobotocore</p></li>
-<li><p>amazon</p></li>
-<li><p>async</p></li>
-<li><p>celery</p></li>
-<li><p>cncf-kubernetes</p></li>
-<li><p>common-io</p></li>
-<li><p>docker</p></li>
-<li><p>elasticsearch</p></li>
-<li><p>fab</p></li>
-<li><p>ftp</p></li>
-<li><p>google</p></li>
-<li><p>google-auth</p></li>
-<li><p>graphviz</p></li>
-<li><p>grpc</p></li>
-<li><p>hashicorp</p></li>
-<li><p>http</p></li>
-<li><p>ldap</p></li>
-<li><p>microsoft-azure</p></li>
-<li><p>mysql</p></li>
-<li><p>odbc</p></li>
-<li><p>openlineage</p></li>
-<li><p>pandas</p></li>
-<li><p>postgres</p></li>
-<li><p>redis</p></li>
-<li><p>sendgrid</p></li>
-<li><p>sftp</p></li>
-<li><p>slack</p></li>
-<li><p>snowflake</p></li>
-<li><p>ssh</p></li>
-<li><p>statsd</p></li>
-<li><p>uv</p></li>
-<li><p>virtualenv</p></li>
-</ul>
-</div>
-<div class="section" id="image-optimization-options">
-<h2>Image optimization options<a class="headerlink" href="#image-optimization-options" title="Permalink to this heading">¶</a></h2>
-<p>The main advantage of Customization method of building Airflow image, is that it allows to build highly optimized image because
-the final image (RUNTIME) might not contain all the dependencies that are needed to build and install all other dependencies
-(DEV). Those arguments allow to control what is installed in the DEV image and what is installed in RUNTIME one, thus
-allowing to produce much more optimized images. See <a class="reference internal" href="build.html#image-build-optimized"><span class="std std-ref">Building optimized images</span></a>.
-for examples of using those arguments.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">UPGRADE_INVALIDATION_STRING</span></code></p></td>
-<td></td>
-<td><p>If set to a random, non-empty value
-the dependencies are upgraded to newer
-versions. In CI it is set to build id
-to make sure subsequent builds are not
-reusing cached images with same value.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PYTHON_DEPS</span></code></p></td>
-<td></td>
-<td><p>Optional python packages to extend
-the image with some extra dependencies.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Dev apt command executed before dev deps
-are installed in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Dev apt command executed
-before dev dep are installed
-in the Build image. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Dev APT dependencies installed
-in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt dev dependencies
-installed in the Build image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing dev deps.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Runtime apt command executed before deps
-are installed in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Runtime apt command executed
-before runtime dep are installed
-in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Runtime APT dependencies installed
-in the Main image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt runtime dependencies
-installed in the Main image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing runtime deps.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MySQL client should be installed
-The mysql extra is removed from extras
-if the client is not installed.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">mariadb</span></code></p></td>
-<td><p>Type of MySQL client library. This
-can be <code class="docutils literal notranslate"><span class="pre">mariadb</span></code> or <code class="docutils literal notranslate"><span class="pre">mysql</span></code>
-Regardless of the parameter, <code class="docutils literal notranslate"><span class="pre">mariadb</span></code>
-will always be used on ARM.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MSSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MsSQL client should be installed</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_POSTGRES_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether Postgres client should be
-installed</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<div class="section" id="installing-airflow-using-different-methods">
-<h2>Installing Airflow using different methods<a class="headerlink" href="#installing-airflow-using-different-methods" title="Permalink to this heading">¶</a></h2>
-<p>Those parameters are useful only if you want to install Airflow using different installation methods than the default
-(installing from PyPI packages).</p>
-<p>This is usually only useful if you have your own fork of Airflow and want to build the images locally from
-those sources - either locally or directly from GitHub sources. This way you do not need to release your
-Airflow and Providers via PyPI - they can be installed directly from sources or from GitHub repository.
-Another option of installation is to build Airflow from previously prepared binary Python packages which might
-be useful if you need to build Airflow in environments that require high levels of security.</p>
-<dl class="simple">
-<dt>You can see some examples of those in:</dt><dd><ul class="simple">
-<li><p><a class="reference internal" href="build.html#image-build-github"><span class="std std-ref">Building from GitHub</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-custom"><span class="std std-ref">Using custom installation sources</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-secure-environments"><span class="std std-ref">Build images in security restricted environments</span></a></p></li>
+<dl class="py function">
+<dt class="sig sig-object py" id="airflow.decorators.branch_python.branch_task">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.branch_python.</span></span><span class="sig-name descname"><span class="pre">branch_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_callable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multiple_outputs</s [...]
+<dd><p>Wrap a python function into a BranchPythonOperator.</p>
+<p>For more information on how to use this operator, take a look at the guide:
+<a class="reference internal" href="../../../../core-concepts/dags.html#concepts-branching"><span class="std std-ref">Branching</span></a></p>
+<p>Accepts kwargs for operator kwarg. Can be reused in a single DAG.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>python_callable</strong> (<em>Callable</em><em> | </em><em>None</em>) – Function to decorate</p></li>
+<li><p><strong>multiple_outputs</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a><em> | </em><em>None</em>) – if set, function return value will be
+unrolled to multiple XCom values. Dict will unroll to xcom values with keys as XCom keys.
+Defaults to False.</p></li>
</ul>
</dd>
</dl>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_INSTALLATION_METHOD</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code></p></td>
-<td><p>Installation method of Apache Airflow.
-<code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code> for installation from
-PyPI. It can be GitHub repository URL
-including branch or tag to install from
-that repository or “.” to install from
-local sources. Installing from sources
-requires appropriate values of the
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code> and
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code> variables (see
-below)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code></p></td>
-<td><p>Sources of Airflow. Set it to “.” when
-you install Airflow from local sources</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/Dockerfile</span></code></p></td>
-<td><p>Target for Airflow sources. Set to
-“/opt/airflow” when you install Airflow
-from local sources.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_VERSION_SPECIFICATION</span></code></p></td>
-<td></td>
-<td><p>Optional - might be used for using limit
-for Airflow version installation - for
-example <code class="docutils literal notranslate"><span class="pre"><2.0.2</span></code> for automated builds.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS_LOCATION</span></code></p></td>
-<td></td>
-<td><p>If not empty, it will override the
-source of the constraints with the
-specified URL or file. Note that the
-file has to be in Docker context so
-it’s best to place such file in
-one of the folders included in
-<code class="docutils literal notranslate"><span class="pre">.dockerignore</span></code> file.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">DOCKER_CONTEXT_FILES</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code></p></td>
-<td><p>If set to a folder (for example to
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code> folder), then
-this folder will be copied to the
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code> inside the
-context of docker and you will be able
-to install from binary files present
-there. By default we set it to
-Dockerfile as we know the file is there,
-otherwise the COPY instruction fails.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_PACKAGES_FROM_CONTEXT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>If set to true, Airflow, providers and
-all dependencies are installed from
-from locally built/downloaded
-.whl and .tar.gz files placed in the
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code>.</p></td>
-</tr>
-</tbody>
-</table>
+</dd></dl>
+
</div>
-<div class="section" id="pre-caching-pip-dependencies">
-<h2>Pre-caching PIP dependencies<a class="headerlink" href="#pre-caching-pip-dependencies" title="Permalink to this heading">¶</a></h2>
-<p>When image is build from PIP, by default pre-caching of PIP dependencies is used. This is in order to speed-up incremental
-builds during development. When pre-cached PIP dependencies are used and <code class="docutils literal notranslate"><span class="pre">pyproject.toml</span></code> changes, the
-PIP dependencies are already pre-installed, thus resulting in much faster image rebuild. This is purely an optimization
-of time needed to build the images and should be disabled if you want to install Airflow from
-Docker context files.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 33%" />
-<col style="width: 33%" />
-<col style="width: 33%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_BRANCH</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">main</span></code></p></td>
-<td><p>the branch from which PIP dependencies
-are pre-installed initially.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_REPO</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">apache/airflow</span></code></p></td>
-<td><p>the repository from which PIP
-dependencies are pre-installed.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_PRE_CACHED_PIP_PACKAGES</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>Allows to pre-cache airflow PIP packages
-from the GitHub of Apache Airflow
-This allows to optimize iterations for
-Image builds and speeds up CI builds.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">PIP_CACHE_EPOCH</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">"0"</span></code></p></td>
-<td><p>Allow to invalidate cache by passing a
-new argument.</p></td>
-</tr>
-</tbody>
-</table>
</div>
</div>
<div class="pager" role="navigation" aria-label="related navigation">
- <a rel="prev" title="Recipes" href="recipes.html" >
+ <a rel="prev" title="airflow.decorators.branch_external_python" href="../branch_external_python/index.html" >
<button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" accesskey="p">Previous</button>
- </a><button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" disabled>Next</button>
+ </a>
+ <a rel="next" title="airflow.decorators.branch_virtualenv" href="../branch_virtualenv/index.html" >
+ <button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" accesskey="n">Next</button>
+ </a>
</div>
</div>
@@ -1028,11 +860,14 @@ new argument.</p></td>
<nav class="wy-nav-side-toc">
<div class="wy-menu-vertical">
<ul>
-<li><a class="reference internal" href="#">Image build arguments reference</a><ul>
-<li><a class="reference internal" href="#basic-arguments">Basic arguments</a></li>
-<li><a class="reference internal" href="#image-optimization-options">Image optimization options</a></li>
-<li><a class="reference internal" href="#installing-airflow-using-different-methods">Installing Airflow using different methods</a></li>
-<li><a class="reference internal" href="#pre-caching-pip-dependencies">Pre-caching PIP dependencies</a></li>
+<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_python</span></code></a><ul>
+<li><a class="reference internal" href="#module-contents">Module Contents</a><ul>
+<li><a class="reference internal" href="#functions">Functions</a><ul>
+<li><a class="reference internal" href="#airflow.decorators.branch_python.branch_task"><code class="docutils literal notranslate"><span class="pre">branch_task()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
</ul>
</li>
</ul>
@@ -1057,7 +892,7 @@ new argument.</p></td>
<div class="base-layout--button">
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+<li class="toctree-l4 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a><ul class="current">
+<li class="toctree-l5 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="../base/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.base</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../bash/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_python</span></code></a></li>
+<li class="toctree-l6 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a><ul>
+<li class="toctree-l7"><a class="reference internal" href="#module-contents">Module Contents</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="#functions">Functions</a><ul>
+<li class="toctree-l9"><a class="reference internal" href="#airflow.decorators.branch_virtualenv.branch_virtualenv_task"><code class="docutils literal notranslate"><span class="pre">branch_virtualenv_task()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l6"><a class="reference internal" href="../condition/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../sensor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../setup_teardown/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.setup_teardown</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../short_circuit/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.short_circuit</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../task_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.task_group</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#email-notifications">Email notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#notifications">Notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#cluster-policies">Cluster Policies</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#lineage">Lineage</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../public-airflow-interface.html#what-is-not-part-of-the-public-interface-of-apache-airflow">What is not part of the Public Interface of Apache Airflow?</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../best-practices.html">Best Practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../faq.html">FAQ</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../troubleshooting.html">Troubleshooting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release-process.html">Release Policies</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release_notes.html">Release Notes</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../privacy_notice.html">Privacy Notice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../project.html">Project</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../license.html">License</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">References</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../operators-and-hooks-ref.html">Operators and hooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../cli-and-env-variables-ref.html">CLI</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../templates-ref.html">Templates</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../stable-rest-api-ref.html">Stable REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../deprecated-rest-api-ref.html">Deprecated REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../extra-packages-ref.html">Extra packages</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Internal DB details</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../migrations-ref.html">Database Migrations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../database-erd-ref.html">Database ERD Schema</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">System tests</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../tests/system/core/index.html">System Tests</a></li>
</ul>
</div>
@@ -546,9 +728,13 @@
<ul class="breadcrumb">
- <li class="breadcrumb-item"><a href="index.html" class="icon icon-home"> Home</a></li>
+ <li class="breadcrumb-item"><a href="../../../../index.html" class="icon icon-home"> Home</a></li>
+
+ <li class="breadcrumb-item"><a href="../../../../public-airflow-interface.html"> Public Interface of Airflow</a></li>
- <li class="breadcrumb-item"><a href="build-arg-ref.html"> Image build arguments reference</a></li>
+ <li class="breadcrumb-item"><a href="../index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a></li>
+
+ <li class="breadcrumb-item"><a href="index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a></li>
</ul>
</div>
@@ -559,408 +745,54 @@
<div class="bodywrapper">
<div class="body" role="main">
- <blockquote>
-<div></div></blockquote>
-<div class="section" id="image-build-arguments-reference">
-<h1>Image build arguments reference<a class="headerlink" href="#image-build-arguments-reference" title="Permalink to this heading">¶</a></h1>
-<p>The following build arguments (<code class="docutils literal notranslate"><span class="pre">--build-arg</span></code> in docker build command) can be used for production images.
-Those arguments are used when you want to customize the image. You can see some examples of it in
-<a class="reference internal" href="build.html#image-build-pypi"><span class="std std-ref">Building from PyPI packages</span></a>.</p>
-<div class="section" id="basic-arguments">
-<h2>Basic arguments<a class="headerlink" href="#basic-arguments" title="Permalink to this heading">¶</a></h2>
-<p>Those are the most common arguments that you use when you want to build a custom image.</p>
-<table class="docutils align-default">
+ <div class="section" id="module-airflow.decorators.branch_virtualenv">
+<span id="airflow-decorators-branch-virtualenv"></span><h1><a class="reference internal" href="#module-airflow.decorators.branch_virtualenv" title="airflow.decorators.branch_virtualenv"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a><a class="headerlink" href="#module-airflow.decorators.branch_virtualenv" title="Permalink to this heading">¶</a></h1>
+<div class="section" id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this heading">¶</a></h2>
+<div class="section" id="functions">
+<h3>Functions<a class="headerlink" href="#functions" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
<colgroup>
-<col style="width: 33%" />
-<col style="width: 33%" />
-<col style="width: 35%" />
+<col style="width: 10%" />
+<col style="width: 90%" />
</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">PYTHON_BASE_IMAGE</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">python:3.8-slim-bookworm</span></code></p></td>
-<td><p>Base python image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_VERSION</span></code></p></td>
-<td><p><code class="code docutils literal notranslate"><span class="pre">2.10.0</span></code></p></td>
-<td><p>version of Airflow.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_EXTRAS</span></code></p></td>
-<td><p>(see below the table)</p></td>
-<td><p>Default extras with which airflow is
-installed.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_AIRFLOW_EXTRAS</span></code></p></td>
-<td></td>
-<td><p>Optional additional extras with which
-airflow is installed.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_HOME</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/opt/airflow</span></code></p></td>
-<td><p>Airflow’s HOME (that’s where logs and
-SQLite databases are stored).</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_USER_HOME_DIR</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/home/airflow</span></code></p></td>
-<td><p>Home directory of the Airflow user.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_PIP_VERSION</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre"><LATEST_AVAILABLE_IN_PYPI></span></code></p></td>
-<td><p>PIP version used.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UV_VERSION</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre"><LATEST_AVAILABLE_IN_PYPI></span></code></p></td>
-<td><p>UV version used.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_USE_UV</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>Whether to use UV to build the image.
-This is an experimental feature.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">UV_HTTP_TIMEOUT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">300</span></code></p></td>
-<td><p>Timeout in seconds for UV pull requests.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PIP_INSTALL_FLAGS</span></code></p></td>
-<td></td>
-<td><p>additional <code class="docutils literal notranslate"><span class="pre">pip</span></code> flags passed to the
-installation commands (except when
-reinstalling <code class="docutils literal notranslate"><span class="pre">pip</span></code> itself)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">PIP_PROGRESS_BAR</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">on</span></code></p></td>
-<td><p>Progress bar for PIP installation</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UID</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">50000</span></code></p></td>
-<td><p>Airflow user UID.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">constraints</span></code></p></td>
-<td><p>Type of constraints to build the image.
-This can be <code class="docutils literal notranslate"><span class="pre">constraints</span></code> for regular
-images or <code class="docutils literal notranslate"><span class="pre">constraints-no-providers</span></code> for
-slim images.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS_REFERENCE</span></code></p></td>
-<td></td>
-<td><p>Reference (branch or tag) from GitHub
-where constraints file is taken from
-It can be <code class="docutils literal notranslate"><span class="pre">constraints-main</span></code> or
-<code class="docutils literal notranslate"><span class="pre">constraints-2-0</span></code> for
-2.0.* installation. In case of building
-specific version you want to point it
-to specific tag, for example
-<code class="code docutils literal notranslate"><span class="pre">constraints-2.10.0</span></code>.
-Auto-detected if empty.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.branch_virtualenv.branch_virtualenv_task" title="airflow.decorators.branch_virtualenv.branch_virtualenv_task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">branch_virtualenv_task</span></code></a>([python_callable, multiple_outputs])</p></td>
+<td><p>Wrap a python function into a BranchPythonVirtualenvOperator.</p></td>
</tr>
</tbody>
</table>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Before Airflow 2.2, the image also had <code class="docutils literal notranslate"><span class="pre">AIRFLOW_GID</span></code> parameter, but it did not provide any additional
-functionality - only added confusion - so it has been removed.</p>
-</div>
-<p>List of default extras in the production Dockerfile:</p>
-<ul class="simple">
-<li><p>aiobotocore</p></li>
-<li><p>amazon</p></li>
-<li><p>async</p></li>
-<li><p>celery</p></li>
-<li><p>cncf-kubernetes</p></li>
-<li><p>common-io</p></li>
-<li><p>docker</p></li>
-<li><p>elasticsearch</p></li>
-<li><p>fab</p></li>
-<li><p>ftp</p></li>
-<li><p>google</p></li>
-<li><p>google-auth</p></li>
-<li><p>graphviz</p></li>
-<li><p>grpc</p></li>
-<li><p>hashicorp</p></li>
-<li><p>http</p></li>
-<li><p>ldap</p></li>
-<li><p>microsoft-azure</p></li>
-<li><p>mysql</p></li>
-<li><p>odbc</p></li>
-<li><p>openlineage</p></li>
-<li><p>pandas</p></li>
-<li><p>postgres</p></li>
-<li><p>redis</p></li>
-<li><p>sendgrid</p></li>
-<li><p>sftp</p></li>
-<li><p>slack</p></li>
-<li><p>snowflake</p></li>
-<li><p>ssh</p></li>
-<li><p>statsd</p></li>
-<li><p>uv</p></li>
-<li><p>virtualenv</p></li>
-</ul>
-</div>
-<div class="section" id="image-optimization-options">
-<h2>Image optimization options<a class="headerlink" href="#image-optimization-options" title="Permalink to this heading">¶</a></h2>
-<p>The main advantage of Customization method of building Airflow image, is that it allows to build highly optimized image because
-the final image (RUNTIME) might not contain all the dependencies that are needed to build and install all other dependencies
-(DEV). Those arguments allow to control what is installed in the DEV image and what is installed in RUNTIME one, thus
-allowing to produce much more optimized images. See <a class="reference internal" href="build.html#image-build-optimized"><span class="std std-ref">Building optimized images</span></a>.
-for examples of using those arguments.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">UPGRADE_INVALIDATION_STRING</span></code></p></td>
-<td></td>
-<td><p>If set to a random, non-empty value
-the dependencies are upgraded to newer
-versions. In CI it is set to build id
-to make sure subsequent builds are not
-reusing cached images with same value.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PYTHON_DEPS</span></code></p></td>
-<td></td>
-<td><p>Optional python packages to extend
-the image with some extra dependencies.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Dev apt command executed before dev deps
-are installed in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Dev apt command executed
-before dev dep are installed
-in the Build image. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Dev APT dependencies installed
-in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt dev dependencies
-installed in the Build image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing dev deps.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Runtime apt command executed before deps
-are installed in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Runtime apt command executed
-before runtime dep are installed
-in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Runtime APT dependencies installed
-in the Main image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt runtime dependencies
-installed in the Main image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing runtime deps.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MySQL client should be installed
-The mysql extra is removed from extras
-if the client is not installed.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">mariadb</span></code></p></td>
-<td><p>Type of MySQL client library. This
-can be <code class="docutils literal notranslate"><span class="pre">mariadb</span></code> or <code class="docutils literal notranslate"><span class="pre">mysql</span></code>
-Regardless of the parameter, <code class="docutils literal notranslate"><span class="pre">mariadb</span></code>
-will always be used on ARM.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MSSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MsSQL client should be installed</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_POSTGRES_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether Postgres client should be
-installed</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<div class="section" id="installing-airflow-using-different-methods">
-<h2>Installing Airflow using different methods<a class="headerlink" href="#installing-airflow-using-different-methods" title="Permalink to this heading">¶</a></h2>
-<p>Those parameters are useful only if you want to install Airflow using different installation methods than the default
-(installing from PyPI packages).</p>
-<p>This is usually only useful if you have your own fork of Airflow and want to build the images locally from
-those sources - either locally or directly from GitHub sources. This way you do not need to release your
-Airflow and Providers via PyPI - they can be installed directly from sources or from GitHub repository.
-Another option of installation is to build Airflow from previously prepared binary Python packages which might
-be useful if you need to build Airflow in environments that require high levels of security.</p>
-<dl class="simple">
-<dt>You can see some examples of those in:</dt><dd><ul class="simple">
-<li><p><a class="reference internal" href="build.html#image-build-github"><span class="std std-ref">Building from GitHub</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-custom"><span class="std std-ref">Using custom installation sources</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-secure-environments"><span class="std std-ref">Build images in security restricted environments</span></a></p></li>
+<dl class="py function">
+<dt class="sig sig-object py" id="airflow.decorators.branch_virtualenv.branch_virtualenv_task">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.branch_virtualenv.</span></span><span class="sig-name descname"><span class="pre">branch_virtualenv_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_callable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mult [...]
+<dd><p>Wrap a python function into a BranchPythonVirtualenvOperator.</p>
+<p>For more information on how to use this operator, take a look at the guide:
+<a class="reference internal" href="../../../../core-concepts/dags.html#concepts-branching"><span class="std std-ref">Branching</span></a></p>
+<p>Accepts kwargs for operator kwarg. Can be reused in a single DAG.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>python_callable</strong> (<em>Callable</em><em> | </em><em>None</em>) – Function to decorate</p></li>
+<li><p><strong>multiple_outputs</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a><em> | </em><em>None</em>) – if set, function return value will be
+unrolled to multiple XCom values. Dict will unroll to xcom values with keys as XCom keys.
+Defaults to False.</p></li>
</ul>
</dd>
</dl>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_INSTALLATION_METHOD</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code></p></td>
-<td><p>Installation method of Apache Airflow.
-<code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code> for installation from
-PyPI. It can be GitHub repository URL
-including branch or tag to install from
-that repository or “.” to install from
-local sources. Installing from sources
-requires appropriate values of the
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code> and
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code> variables (see
-below)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code></p></td>
-<td><p>Sources of Airflow. Set it to “.” when
-you install Airflow from local sources</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/Dockerfile</span></code></p></td>
-<td><p>Target for Airflow sources. Set to
-“/opt/airflow” when you install Airflow
-from local sources.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_VERSION_SPECIFICATION</span></code></p></td>
-<td></td>
-<td><p>Optional - might be used for using limit
-for Airflow version installation - for
-example <code class="docutils literal notranslate"><span class="pre"><2.0.2</span></code> for automated builds.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS_LOCATION</span></code></p></td>
-<td></td>
-<td><p>If not empty, it will override the
-source of the constraints with the
-specified URL or file. Note that the
-file has to be in Docker context so
-it’s best to place such file in
-one of the folders included in
-<code class="docutils literal notranslate"><span class="pre">.dockerignore</span></code> file.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">DOCKER_CONTEXT_FILES</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code></p></td>
-<td><p>If set to a folder (for example to
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code> folder), then
-this folder will be copied to the
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code> inside the
-context of docker and you will be able
-to install from binary files present
-there. By default we set it to
-Dockerfile as we know the file is there,
-otherwise the COPY instruction fails.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_PACKAGES_FROM_CONTEXT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>If set to true, Airflow, providers and
-all dependencies are installed from
-from locally built/downloaded
-.whl and .tar.gz files placed in the
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code>.</p></td>
-</tr>
-</tbody>
-</table>
+</dd></dl>
+
</div>
-<div class="section" id="pre-caching-pip-dependencies">
-<h2>Pre-caching PIP dependencies<a class="headerlink" href="#pre-caching-pip-dependencies" title="Permalink to this heading">¶</a></h2>
-<p>When image is build from PIP, by default pre-caching of PIP dependencies is used. This is in order to speed-up incremental
-builds during development. When pre-cached PIP dependencies are used and <code class="docutils literal notranslate"><span class="pre">pyproject.toml</span></code> changes, the
-PIP dependencies are already pre-installed, thus resulting in much faster image rebuild. This is purely an optimization
-of time needed to build the images and should be disabled if you want to install Airflow from
-Docker context files.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 33%" />
-<col style="width: 33%" />
-<col style="width: 33%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_BRANCH</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">main</span></code></p></td>
-<td><p>the branch from which PIP dependencies
-are pre-installed initially.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_REPO</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">apache/airflow</span></code></p></td>
-<td><p>the repository from which PIP
-dependencies are pre-installed.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_PRE_CACHED_PIP_PACKAGES</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>Allows to pre-cache airflow PIP packages
-from the GitHub of Apache Airflow
-This allows to optimize iterations for
-Image builds and speeds up CI builds.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">PIP_CACHE_EPOCH</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">"0"</span></code></p></td>
-<td><p>Allow to invalidate cache by passing a
-new argument.</p></td>
-</tr>
-</tbody>
-</table>
</div>
</div>
<div class="pager" role="navigation" aria-label="related navigation">
- <a rel="prev" title="Recipes" href="recipes.html" >
+ <a rel="prev" title="airflow.decorators.branch_python" href="../branch_python/index.html" >
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- </a><button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" disabled>Next</button>
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+ <a rel="next" title="airflow.decorators.condition" href="../condition/index.html" >
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+ </a>
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@@ -1028,11 +860,14 @@ new argument.</p></td>
<nav class="wy-nav-side-toc">
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<ul>
-<li><a class="reference internal" href="#">Image build arguments reference</a><ul>
-<li><a class="reference internal" href="#basic-arguments">Basic arguments</a></li>
-<li><a class="reference internal" href="#image-optimization-options">Image optimization options</a></li>
-<li><a class="reference internal" href="#installing-airflow-using-different-methods">Installing Airflow using different methods</a></li>
-<li><a class="reference internal" href="#pre-caching-pip-dependencies">Pre-caching PIP dependencies</a></li>
+<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a><ul>
+<li><a class="reference internal" href="#module-contents">Module Contents</a><ul>
+<li><a class="reference internal" href="#functions">Functions</a><ul>
+<li><a class="reference internal" href="#airflow.decorators.branch_virtualenv.branch_virtualenv_task"><code class="docutils literal notranslate"><span class="pre">branch_virtualenv_task()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
</ul>
</li>
</ul>
@@ -1057,7 +892,7 @@ new argument.</p></td>
<div class="base-layout--button">
- <a href="https://github.com/apache/airflow/edit/main/docs/docker-stack/build-arg-ref.rst" rel="nofollow">
+ <a href="https://github.com/apache/airflow/edit/main/docs/apache-airflow/_api/airflow/decorators/branch_virtualenv/index.rst" rel="nofollow">
<button class="btn-hollow btn-brown btn-with-icon with-box-shadow button-fixed">
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@@ -1191,20 +1026,21 @@ new argument.</p></td>
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diff --git a/docs-archive/docker-stack/build-arg-ref.html b/docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/condition/index.html
similarity index 72%
copy from docs-archive/docker-stack/build-arg-ref.html
copy to docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/condition/index.html
index 6ffac8e3cf..0b1857e319 100644
--- a/docs-archive/docker-stack/build-arg-ref.html
+++ b/docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/condition/index.html
@@ -9,20 +9,22 @@
<head>
<meta charset="utf-8" />
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- <title>Image build arguments reference — docker-stack Documentation</title>
- <link rel="stylesheet" href="_static/_gen/css/main.min.css" type="text/css" />
- <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
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- <link rel="prev" title="Recipes" href="recipes.html" />
-
- <link rel="canonical" href="https://airflow.apache.org/docs/docker-stack/stable/build-arg-ref.html" />
+ <title>airflow.decorators.condition — Airflow Documentation</title>
+ <link rel="stylesheet" href="../../../../_static/_gen/css/main.min.css" type="text/css" />
+ <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css" />
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@@ -315,23 +330,101 @@
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-<li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="recipes.html">Recipes</a></li>
-</ul>
-<p class="caption" role="heading"><span class="caption-text">References</span></p>
+ <p class="caption" role="heading"><span class="caption-text">Content</span></p>
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-<li class="toctree-l1 current"><a class="current reference internal" href="#">Image build arguments reference</a><ul>
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-<li class="toctree-l2"><a class="reference internal" href="#image-optimization-options">Image optimization options</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#installing-airflow-using-different-methods">Installing Airflow using different methods</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#pre-caching-pip-dependencies">Pre-caching PIP dependencies</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../index.html">Overview</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../start.html">Quick Start</a></li>
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+<li class="toctree-l3 current"><a class="reference internal" href="../../../../public-airflow-interface.html#decorators">Decorators</a><ul class="current">
+<li class="toctree-l4 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a><ul class="current">
+<li class="toctree-l5 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="../base/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.base</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../bash/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../../extra-packages-ref.html">Extra packages</a></li>
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+ <div class="section" id="module-airflow.decorators.condition">
+<span id="airflow-decorators-condition"></span><h1><a class="reference internal" href="#module-airflow.decorators.condition" title="airflow.decorators.condition"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a><a class="headerlink" href="#module-airflow.decorators.condition" title="Permalink to this heading">¶</a></h1>
+<div class="section" id="module-contents">
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+<table class="autosummary longtable docutils align-default">
<colgroup>
-<col style="width: 33%" />
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-<col style="width: 35%" />
+<col style="width: 10%" />
+<col style="width: 90%" />
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-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
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-<th class="head"><p>Description</p></th>
-</tr>
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<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">PYTHON_BASE_IMAGE</span></code></p></td>
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-<td><p>PIP version used.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UV_VERSION</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre"><LATEST_AVAILABLE_IN_PYPI></span></code></p></td>
-<td><p>UV version used.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_USE_UV</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>Whether to use UV to build the image.
-This is an experimental feature.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">UV_HTTP_TIMEOUT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">300</span></code></p></td>
-<td><p>Timeout in seconds for UV pull requests.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.condition.run_if" title="airflow.decorators.condition.run_if"><code class="xref py py-obj docutils literal notranslate"><span class="pre">run_if</span></code></a>(condition[, skip_message])</p></td>
+<td><p>Decorate a task to run only if a condition is met.</p></td>
</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PIP_INSTALL_FLAGS</span></code></p></td>
-<td></td>
-<td><p>additional <code class="docutils literal notranslate"><span class="pre">pip</span></code> flags passed to the
-installation commands (except when
-reinstalling <code class="docutils literal notranslate"><span class="pre">pip</span></code> itself)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">PIP_PROGRESS_BAR</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">on</span></code></p></td>
-<td><p>Progress bar for PIP installation</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UID</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">50000</span></code></p></td>
-<td><p>Airflow user UID.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">constraints</span></code></p></td>
-<td><p>Type of constraints to build the image.
-This can be <code class="docutils literal notranslate"><span class="pre">constraints</span></code> for regular
-images or <code class="docutils literal notranslate"><span class="pre">constraints-no-providers</span></code> for
-slim images.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS_REFERENCE</span></code></p></td>
-<td></td>
-<td><p>Reference (branch or tag) from GitHub
-where constraints file is taken from
-It can be <code class="docutils literal notranslate"><span class="pre">constraints-main</span></code> or
-<code class="docutils literal notranslate"><span class="pre">constraints-2-0</span></code> for
-2.0.* installation. In case of building
-specific version you want to point it
-to specific tag, for example
-<code class="code docutils literal notranslate"><span class="pre">constraints-2.10.0</span></code>.
-Auto-detected if empty.</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#airflow.decorators.condition.skip_if" title="airflow.decorators.condition.skip_if"><code class="xref py py-obj docutils literal notranslate"><span class="pre">skip_if</span></code></a>(condition[, skip_message])</p></td>
+<td><p>Decorate a task to skip if a condition is met.</p></td>
</tr>
</tbody>
</table>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Before Airflow 2.2, the image also had <code class="docutils literal notranslate"><span class="pre">AIRFLOW_GID</span></code> parameter, but it did not provide any additional
-functionality - only added confusion - so it has been removed.</p>
-</div>
-<p>List of default extras in the production Dockerfile:</p>
-<ul class="simple">
-<li><p>aiobotocore</p></li>
-<li><p>amazon</p></li>
-<li><p>async</p></li>
-<li><p>celery</p></li>
-<li><p>cncf-kubernetes</p></li>
-<li><p>common-io</p></li>
-<li><p>docker</p></li>
-<li><p>elasticsearch</p></li>
-<li><p>fab</p></li>
-<li><p>ftp</p></li>
-<li><p>google</p></li>
-<li><p>google-auth</p></li>
-<li><p>graphviz</p></li>
-<li><p>grpc</p></li>
-<li><p>hashicorp</p></li>
-<li><p>http</p></li>
-<li><p>ldap</p></li>
-<li><p>microsoft-azure</p></li>
-<li><p>mysql</p></li>
-<li><p>odbc</p></li>
-<li><p>openlineage</p></li>
-<li><p>pandas</p></li>
-<li><p>postgres</p></li>
-<li><p>redis</p></li>
-<li><p>sendgrid</p></li>
-<li><p>sftp</p></li>
-<li><p>slack</p></li>
-<li><p>snowflake</p></li>
-<li><p>ssh</p></li>
-<li><p>statsd</p></li>
-<li><p>uv</p></li>
-<li><p>virtualenv</p></li>
+<dl class="py function">
+<dt class="sig sig-object py" id="airflow.decorators.condition.run_if">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.condition.</span></span><span class="sig-name descname"><span class="pre">run_if</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">condition</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><sp [...]
+<dd><p>Decorate a task to run only if a condition is met.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>condition</strong> (<em>AnyConditionFunc</em>) – A function that takes a context and returns a boolean.</p></li>
+<li><p><strong>skip_message</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em> | </em><em>None</em>) – The message to log if the task is skipped.
+If None, a default message is used.</p></li>
</ul>
-</div>
-<div class="section" id="image-optimization-options">
-<h2>Image optimization options<a class="headerlink" href="#image-optimization-options" title="Permalink to this heading">¶</a></h2>
-<p>The main advantage of Customization method of building Airflow image, is that it allows to build highly optimized image because
-the final image (RUNTIME) might not contain all the dependencies that are needed to build and install all other dependencies
-(DEV). Those arguments allow to control what is installed in the DEV image and what is installed in RUNTIME one, thus
-allowing to produce much more optimized images. See <a class="reference internal" href="build.html#image-build-optimized"><span class="std std-ref">Building optimized images</span></a>.
-for examples of using those arguments.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">UPGRADE_INVALIDATION_STRING</span></code></p></td>
-<td></td>
-<td><p>If set to a random, non-empty value
-the dependencies are upgraded to newer
-versions. In CI it is set to build id
-to make sure subsequent builds are not
-reusing cached images with same value.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PYTHON_DEPS</span></code></p></td>
-<td></td>
-<td><p>Optional python packages to extend
-the image with some extra dependencies.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Dev apt command executed before dev deps
-are installed in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Dev apt command executed
-before dev dep are installed
-in the Build image. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Dev APT dependencies installed
-in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt dev dependencies
-installed in the Build image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing dev deps.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Runtime apt command executed before deps
-are installed in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Runtime apt command executed
-before runtime dep are installed
-in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Runtime APT dependencies installed
-in the Main image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt runtime dependencies
-installed in the Main image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing runtime deps.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MySQL client should be installed
-The mysql extra is removed from extras
-if the client is not installed.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">mariadb</span></code></p></td>
-<td><p>Type of MySQL client library. This
-can be <code class="docutils literal notranslate"><span class="pre">mariadb</span></code> or <code class="docutils literal notranslate"><span class="pre">mysql</span></code>
-Regardless of the parameter, <code class="docutils literal notranslate"><span class="pre">mariadb</span></code>
-will always be used on ARM.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MSSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MsSQL client should be installed</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_POSTGRES_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether Postgres client should be
-installed</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<div class="section" id="installing-airflow-using-different-methods">
-<h2>Installing Airflow using different methods<a class="headerlink" href="#installing-airflow-using-different-methods" title="Permalink to this heading">¶</a></h2>
-<p>Those parameters are useful only if you want to install Airflow using different installation methods than the default
-(installing from PyPI packages).</p>
-<p>This is usually only useful if you have your own fork of Airflow and want to build the images locally from
-those sources - either locally or directly from GitHub sources. This way you do not need to release your
-Airflow and Providers via PyPI - they can be installed directly from sources or from GitHub repository.
-Another option of installation is to build Airflow from previously prepared binary Python packages which might
-be useful if you need to build Airflow in environments that require high levels of security.</p>
-<dl class="simple">
-<dt>You can see some examples of those in:</dt><dd><ul class="simple">
-<li><p><a class="reference internal" href="build.html#image-build-github"><span class="std std-ref">Building from GitHub</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-custom"><span class="std std-ref">Using custom installation sources</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-secure-environments"><span class="std std-ref">Build images in security restricted environments</span></a></p></li>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="airflow.decorators.condition.skip_if">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.condition.</span></span><span class="sig-name descname"><span class="pre">skip_if</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">condition</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><s [...]
+<dd><p>Decorate a task to skip if a condition is met.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>condition</strong> (<em>AnyConditionFunc</em>) – A function that takes a context and returns a boolean.</p></li>
+<li><p><strong>skip_message</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em> | </em><em>None</em>) – The message to log if the task is skipped.
+If None, a default message is used.</p></li>
</ul>
</dd>
</dl>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_INSTALLATION_METHOD</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code></p></td>
-<td><p>Installation method of Apache Airflow.
-<code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code> for installation from
-PyPI. It can be GitHub repository URL
-including branch or tag to install from
-that repository or “.” to install from
-local sources. Installing from sources
-requires appropriate values of the
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code> and
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code> variables (see
-below)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code></p></td>
-<td><p>Sources of Airflow. Set it to “.” when
-you install Airflow from local sources</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/Dockerfile</span></code></p></td>
-<td><p>Target for Airflow sources. Set to
-“/opt/airflow” when you install Airflow
-from local sources.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_VERSION_SPECIFICATION</span></code></p></td>
-<td></td>
-<td><p>Optional - might be used for using limit
-for Airflow version installation - for
-example <code class="docutils literal notranslate"><span class="pre"><2.0.2</span></code> for automated builds.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS_LOCATION</span></code></p></td>
-<td></td>
-<td><p>If not empty, it will override the
-source of the constraints with the
-specified URL or file. Note that the
-file has to be in Docker context so
-it’s best to place such file in
-one of the folders included in
-<code class="docutils literal notranslate"><span class="pre">.dockerignore</span></code> file.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">DOCKER_CONTEXT_FILES</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code></p></td>
-<td><p>If set to a folder (for example to
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code> folder), then
-this folder will be copied to the
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code> inside the
-context of docker and you will be able
-to install from binary files present
-there. By default we set it to
-Dockerfile as we know the file is there,
-otherwise the COPY instruction fails.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_PACKAGES_FROM_CONTEXT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>If set to true, Airflow, providers and
-all dependencies are installed from
-from locally built/downloaded
-.whl and .tar.gz files placed in the
-<code class="docutils literal notranslate"><span class="pre">docker-context-files</span></code>.</p></td>
-</tr>
-</tbody>
-</table>
+</dd></dl>
+
</div>
-<div class="section" id="pre-caching-pip-dependencies">
-<h2>Pre-caching PIP dependencies<a class="headerlink" href="#pre-caching-pip-dependencies" title="Permalink to this heading">¶</a></h2>
-<p>When image is build from PIP, by default pre-caching of PIP dependencies is used. This is in order to speed-up incremental
-builds during development. When pre-cached PIP dependencies are used and <code class="docutils literal notranslate"><span class="pre">pyproject.toml</span></code> changes, the
-PIP dependencies are already pre-installed, thus resulting in much faster image rebuild. This is purely an optimization
-of time needed to build the images and should be disabled if you want to install Airflow from
-Docker context files.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 33%" />
-<col style="width: 33%" />
-<col style="width: 33%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_BRANCH</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">main</span></code></p></td>
-<td><p>the branch from which PIP dependencies
-are pre-installed initially.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_REPO</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">apache/airflow</span></code></p></td>
-<td><p>the repository from which PIP
-dependencies are pre-installed.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_PRE_CACHED_PIP_PACKAGES</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>Allows to pre-cache airflow PIP packages
-from the GitHub of Apache Airflow
-This allows to optimize iterations for
-Image builds and speeds up CI builds.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">PIP_CACHE_EPOCH</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">"0"</span></code></p></td>
-<td><p>Allow to invalidate cache by passing a
-new argument.</p></td>
-</tr>
-</tbody>
-</table>
</div>
</div>
<div class="pager" role="navigation" aria-label="related navigation">
- <a rel="prev" title="Recipes" href="recipes.html" >
+ <a rel="prev" title="airflow.decorators.branch_virtualenv" href="../branch_virtualenv/index.html" >
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- </a><button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" disabled>Next</button>
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+ </a>
</div>
</div>
@@ -1028,11 +876,15 @@ new argument.</p></td>
<nav class="wy-nav-side-toc">
<div class="wy-menu-vertical">
<ul>
-<li><a class="reference internal" href="#">Image build arguments reference</a><ul>
-<li><a class="reference internal" href="#basic-arguments">Basic arguments</a></li>
-<li><a class="reference internal" href="#image-optimization-options">Image optimization options</a></li>
-<li><a class="reference internal" href="#installing-airflow-using-different-methods">Installing Airflow using different methods</a></li>
-<li><a class="reference internal" href="#pre-caching-pip-dependencies">Pre-caching PIP dependencies</a></li>
+<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../branch_external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../condition/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a></li>
+<li class="toctree-l6 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../sensor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../setup_teardown/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.setup_teardown</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../short_circuit/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.short_circuit</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../task_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.task_group</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#email-notifications">Email notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#notifications">Notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#cluster-policies">Cluster Policies</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../../public-airflow-interface.html#lineage">Lineage</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../public-airflow-interface.html#what-is-not-part-of-the-public-interface-of-apache-airflow">What is not part of the Public Interface of Apache Airflow?</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../best-practices.html">Best Practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../faq.html">FAQ</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../troubleshooting.html">Troubleshooting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release-process.html">Release Policies</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release_notes.html">Release Notes</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../privacy_notice.html">Privacy Notice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../project.html">Project</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../license.html">License</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">References</span></p>
<ul>
-<li class="toctree-l1"><a class="reference internal" href="build-arg-ref.html">Image build arguments reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../operators-and-hooks-ref.html">Operators and hooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../cli-and-env-variables-ref.html">CLI</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../templates-ref.html">Templates</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../stable-rest-api-ref.html">Stable REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../deprecated-rest-api-ref.html">Deprecated REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../extra-packages-ref.html">Extra packages</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Internal DB details</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../migrations-ref.html">Database Migrations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../database-erd-ref.html">Database ERD Schema</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">System tests</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../tests/system/core/index.html">System Tests</a></li>
</ul>
</div>
@@ -534,9 +710,13 @@
<ul class="breadcrumb">
- <li class="breadcrumb-item"><a href="#" class="icon icon-home"> Home</a></li>
+ <li class="breadcrumb-item"><a href="../../../../index.html" class="icon icon-home"> Home</a></li>
+
+ <li class="breadcrumb-item"><a href="../../../../public-airflow-interface.html"> Public Interface of Airflow</a></li>
+
+ <li class="breadcrumb-item"><a href="../index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a></li>
- <li class="breadcrumb-item"><a href="index.html"> Docker Image for Apache Airflow</a></li>
+ <li class="breadcrumb-item"><a href="index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
</ul>
</div>
@@ -547,195 +727,16 @@
<div class="bodywrapper">
<div class="body" role="main">
- <blockquote>
-<div></div></blockquote>
-<a class="reference internal image-reference" href="_images/docker-logo.png"><img alt="_images/docker-logo.png" src="_images/docker-logo.png" style="width: 100px;" /></a>
-<div class="section" id="docker-image-for-apache-airflow">
-<h1>Docker Image for Apache Airflow<a class="headerlink" href="#docker-image-for-apache-airflow" title="Permalink to this heading">¶</a></h1>
-<div class="toctree-wrapper compound">
-</div>
-<div class="toctree-wrapper compound">
-</div>
-<p>For the ease of deployment in production, the community releases a production-ready reference container
-image.</p>
-<p>The Apache Airflow community, releases Docker Images which are <code class="docutils literal notranslate"><span class="pre">reference</span> <span class="pre">images</span></code> for Apache Airflow.
-Every time a new version of Airflow is released, the images are prepared in the
-<a class="reference external" href="https://hub.docker.com/r/apache/airflow">apache/airflow DockerHub</a>
-for all the supported Python versions.</p>
-<p>You can find the following images there (Assuming Airflow version <code class="code docutils literal notranslate"><span class="pre">2.10.0</span></code>):</p>
-<ul class="simple">
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:latest</span></code> - the latest released Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:latest-pythonX.Y</span></code> - the latest released Airflow image with specific Python version</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:2.10.0</span></code> - the versioned Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:2.10.0-pythonX.Y</span></code> - the versioned Airflow image with specific Python version</p></li>
-</ul>
-<p>Those are “reference” regular images. They contain the most common set of extras, dependencies and providers that are
-often used by the users and they are good to “try-things-out” when you want to just take Airflow for a spin,</p>
-<p>You can also use “slim” images that contain only core airflow and are about half the size of the “regular” images
-but you need to add all the <a class="reference external" href="/docs/apache-airflow/stable/extra-packages-ref.html" title="(in apache-airflow v2.10.0.dev0)"><span>Reference for package extras</span></a> and providers that you need separately
-via <a class="reference internal" href="build.html#build-build-image"><span class="std std-ref">Building the image</span></a>.</p>
-<ul class="simple">
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-latest</span></code> - the latest released Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-latest-pythonX.Y</span></code> - the latest released Airflow image with specific Python version</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-2.10.0</span></code> - the versioned Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-2.10.0-pythonX.Y</span></code> - the versioned Airflow image with specific Python version</p></li>
-</ul>
-<p>The Apache Airflow image provided as convenience package is optimized for size, and
-it provides just a bare minimal set of the extras and dependencies installed and in most cases
-you want to either extend or customize the image. You can see all possible extras in <a class="reference external" href="/docs/apache-airflow/stable/extra-packages-ref.html" title="(in apache-airflow v2.10.0.dev0)"><span>Reference for package extras</span></a>.
-The set of extras used in Airflow Production image are available in the
-<a class="reference external" href="https://github.com/apache/airflow/blob/2.10.0/Dockerfile">Dockerfile</a>.</p>
-<p>However, Airflow has more than 60 community-managed providers (installable via extras) and some of the
-default extras/providers installed are not used by everyone, sometimes others extras/providers
-are needed, sometimes (very often actually) you need to add your own custom dependencies,
-packages or even custom providers. You can learn how to do it in <a class="reference internal" href="build.html#build-build-image"><span class="std std-ref">Building the image</span></a>.</p>
-<p>The production images are build in DockerHub from released version and release candidates. There
-are also images published from branches but they are used mainly for development and testing purpose.
-See <a class="reference external" href="https://github.com/apache/airflow/blob/main/contributing-docs/working-with-git#airflow-git-branches">Airflow Git Branching</a>
-for details.</p>
-</div>
-<div class="section" id="fixing-images-at-release-time">
-<h1>Fixing images at release time<a class="headerlink" href="#fixing-images-at-release-time" title="Permalink to this heading">¶</a></h1>
-<p>The released “versioned” reference images are mostly <code class="docutils literal notranslate"><span class="pre">fixed</span></code> when we release Airflow version and we only
-update them in exceptional circumstances. For example when we find out that there are dependency errors
-that might prevent important Airflow or embedded provider’s functionalities working. In normal circumstances,
-the images are not going to change after release, even if new version of Airflow dependencies are released -
-not even when those versions contain critical security fixes. The process of Airflow releases is designed
-around upgrading dependencies automatically where applicable but only when we release a new version of Airflow,
-not for already released versions.</p>
-</div>
-<div class="section" id="what-should-i-do-if-my-security-scan-shows-critical-and-high-vulnerabilities-in-the-image">
-<h1>What should I do if my security scan shows critical and high vulnerabilities in the image?<a class="headerlink" href="#what-should-i-do-if-my-security-scan-shows-critical-and-high-vulnerabilities-in-the-image" title="Permalink to this heading">¶</a></h1>
-<p>We often hear questions that our users use various security scanners on the image and find out that
-there are some critical and high vulnerabilities in the image - not coming from Airflow but for some other
-components. In general, this is normal and expected that such vulnerabilities are found in the image after
-it’s been released and fixed - precisely because we are NOT updating the images after they are released as
-explained above. Also sometimes even the latest releases contain vulnerabilities that are not yet fixed
-in the base image we use or in the dependencies we use and cannot upgrade, because some of our providers
-have limits and did not manage to upgrade yet and we have no control over that. So it is possible
-that even the most recent release of our image there are some High and Critical vulnerabilities that
-are not yet fixed.</p>
-<p><strong>What can you do in such case?</strong></p>
-<p>First of all - you should know what you should NOT do.</p>
-<p>Do NOT send private email to the Airflow Security Team with scan results and asking what to do.
-The Security team at Airflow takes care exclusively about undisclosed vulnerabilities in Airflow itself, not
-in the dependencies or in the base image. The security email should only be used to report privately any
-security issues that can be exploited via Airflow. This is nicely explained in our
-<a class="reference external" href="https://github.com/apache/airflow/security/policy">Security Policy</a> where you can find more details
-including the need to provide reproducible scenarios and submitting ONE issue per email. NEVER submit multiple
-vulnerabilities in one email - those are rejected immediately, as they make the process of handling the issue
-way harder for everyone, including the reporters.</p>
-<p>Also DO NOT open a GitHub Issue with the scan results and asking what to do. The GitHub Issues are for
-reporting bugs and feature requests to Airflow itself, not for asking for help with the security scans on
-3rd party components.</p>
-<p>So what are your options?</p>
-<p>You have four options:</p>
-<ol class="arabic simple">
-<li><p>Build your own custom image following the examples we share there - using the latest base image and
-possibly manually bumping dependencies you want to bump. There are quite a few examples
-in <a class="reference internal" href="build.html#build-build-image"><span class="std std-ref">Building the image</span></a> which you can follow. You can use “slim” image as a base
-for your images and rather than basing your image on the “reference” image that has a number of extras
-and providers installed, you can only install what you actually need and upgrade some dependencies that
-otherwise would not be possible to upgrade - because some of the provider libraries have limits and
-did not manage to upgrade yet and we have no control over that. This is the most flexible way to
-build your image and you can build your process to combine it with quickly upgrading to latest Airflow
-versions (see point 2. below).</p></li>
-<li><p>Wait for a new version of Airflow and upgrade to it. Airflow images are updated to latest “non-conflicting”
-dependencies and use latest “base” image at release time, so what you have in the reference images
-at the moment we publish the image / release the version is what is “latest and greatest”
-available at the moment with the base platform we use (Debian Bookworm is the reference image we use).
-This is one of good strategies you can take - build a process to upgrade your Airflow version regularly
-- quickly after it has been released by the community, this will help you to keep up with the latest
-security fixes in the dependencies.</p></li>
-<li><p>If the base platform we use (currently Debian Bookworm) does not contain the latest versions you want
-and you want to use other base images, you can take a look at what system dependencies are installed
-and scripts in the latest <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> of airflow and take inspiration from it and build your own image
-or copy it and modify it to your needs. See the
-<a class="reference external" href="https://github.com/apache/airflow/blob/2.10.0/Dockerfile">Dockerfile</a> for the latest version.</p></li>
-<li><p>Research if the vulnerability affects you or not. Even if there is a dependency with high or critical
-vulnerability, it does not mean that it can be exploited in Airflow (or specifically in the way you are
-using Airflow). If you do have a reproducible scenario how a vulnerability can be exploited in Airflow, you should -
-of course - privately report it to the security team. But if you do not have reproducible
-scenario, please do some research and try to understand the impact of the vulnerability on Airflow. That
-research might result in a public GitHub Discussion where you can discuss the impact of the
-vulnerability if you research will indicate Airflow might not be impacted or private security email if
-you find a reproducible scenario on how to exploit it.</p></li>
-</ol>
-<p><strong>How do I discuss publicly about public CVEs in the image?</strong></p>
-<p>The security scans report public vulnerabilities in 3rd-party components of Airflow. Since those are
-already public vulnerabilities, this is something you can talk about but others also are talking about.
-So you can do research on your own first. Try to find discussions about the issues, how others were handling
-it and possibly even try to explore, whether the vulnerability can be exploited in Airflow or not.
-This is a very valuable contribution to the community you can do in order to help others to
-understand the impact of the vulnerability on Airflow. We highly appreciate our commercial users do it,
-because Airflow is maintained by volunteers, so if you or your company can spend some time and skills of
-security researchers to help the community to understand the impact of the vulnerability on Airflow, it
-could be a fantastic contribution to the community and way to give back to the project that your company uses
-for free.</p>
-<p>You are free to discuss it publicly, open a <a class="reference external" href="https://github.com/apache/airflow/discussions">GitHub Discussion</a>
-mentioning your findings and research you’ve done so far. Ideally (as a way to contribute to Airflow) you
-should explain the findings of your own security team in your company to help to research and understand
-the impact of the vulnerability on Airflow (and your way of using it).
-Again - strong suggestion is to open ONE discussion per vulnerability. You should NOT post scan results in
-bulk - this is not helpful for a discussion, and you will not get meaningful answers if you will attempt to
-discuss all the issues in one discussion thread.</p>
-<p>Yes - we know it’s the easy way to copy & paste your result and ask others what to do, but doing it is
-going to likely result in silence because such actions in the community as seen as pretty selfish way of
-getting your problems solved by tapping into time of other volunteers, without spending your time on making it
-easier for them to help. If you really want to get help from the community, focus your discussion on
-particular CVE, provide your findings - including analyzing your report in detail and finding which
-binaries and base images exactly are causing the scanner to report the vulnerability. Remember that only
-you have access to your scanner and you should bring as much helpful information so that others can
-comment on it. Show that you have done your homework and that you bring valuable information to the community.</p>
-<p>Opening a GitHub Discussion for this kind of issues is also a great way to communicate with the
-maintainers and security team in an open and transparent way - without reverting to the private security
-mailing list (which serves different purpose as explained above). If after such a discussion there will be
-a way to remove such a vulnerability from the scanned image - great, you can even contribute a PR to the
-Dockerfile to remove the vulnerability from the image. Maybe such a discussion will lead to a PR to allow
-Airflow to upgrade to newer dependency that fixes the vulnerability or remove it altogether, or maybe
-there is already a way to mitigate it or maybe there is already a PR that someone works on to fix it.
-All this can (and should) be discussed publicly and transparently in a GitHub Discussion, not via private
-security email, nor GitHub Issues which are exclusively about Airflow Issues not 3rd-party components
-public security issues.</p>
-</div>
-<div class="section" id="support">
-<h1>Support<a class="headerlink" href="#support" title="Permalink to this heading">¶</a></h1>
-<p>The reference Docker Image supports the following platforms and database:</p>
-<div class="section" id="intel-platform-x86-64">
-<h2>Intel platform (x86_64)<a class="headerlink" href="#intel-platform-x86-64" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>Postgres Client</p></li>
-<li><p>MySQL Client</p></li>
-<li><p>MSSQL Client</p></li>
-</ul>
-</div>
-<div class="section" id="arm-platform-aarch64">
-<h2>ARM platform (aarch64)<a class="headerlink" href="#arm-platform-aarch64" title="Permalink to this heading">¶</a></h2>
-<p>ARM support is experimental, might change any time.</p>
-<ul class="simple">
-<li><p>Postgres Client</p></li>
-<li><p>MySQL Client (MySQL 8)</p></li>
-<li><p>MSSQL Client</p></li>
-</ul>
-<p>Note that MySQL on arm has experimental support through MariaDB client library.</p>
-</div>
-</div>
-<div class="section" id="usage">
-<h1>Usage<a class="headerlink" href="#usage" title="Permalink to this heading">¶</a></h1>
-<p>The <span class="target" id="index-0"></span><a class="reference external" href="/docs/apache-airflow/stable/cli-and-env-variables-ref.html#envvar-AIRFLOW_HOME" title="(in apache-airflow v2.10.0.dev0)"><code class="xref std std-envvar docutils literal notranslate"><span class="pre">AIRFLOW_HOME</span></code></a> is set by default to <code class="docutils literal notranslate"><span class="pre">/opt/airflow/</span></code> - this means that DAGs
-are by default in the <code class="docutils literal notranslate"><span class="pre">/opt/airflow/dags</span></code> folder and logs are in the <code class="docutils literal notranslate"><span class="pre">/opt/airflow/logs</span></code></p>
-<p>The working directory is <code class="docutils literal notranslate"><span class="pre">/opt/airflow</span></code> by default.</p>
-<p>If no <span class="target" id="index-1"></span><code class="xref std std-envvar docutils literal notranslate"><span class="pre">AIRFLOW__DATABASE__SQL_ALCHEMY_CONN</span></code> variable is set then SQLite database is created in
-<code class="docutils literal notranslate"><span class="pre">${AIRFLOW_HOME}/airflow.db</span></code>.</p>
-<p>For example commands that start Airflow see: <a class="reference internal" href="entrypoint.html#entrypoint-commands"><span class="std std-ref">Executing commands</span></a>.</p>
-<p>Airflow requires many components to function as it is a distributed application. You may therefore also be interested
-in launching Airflow in the Docker Compose environment, see: <a class="reference external" href="/docs/apache-airflow/stable/howto/docker-compose/index.html" title="(in apache-airflow v2.10.0.dev0)"><span>Running Airflow in Docker</span></a>.</p>
-<p>You can use this image in <a class="reference external" href="/docs/helm-chart/stable/index.html" title="(in helm-chart v1.16.0-dev)"><span class="xref std std-doc">Helm Chart</span></a> as well.</p>
+ <div class="section" id="module-airflow.decorators.external_python">
+<span id="airflow-decorators-external-python"></span><h1><a class="reference internal" href="#module-airflow.decorators.external_python" title="airflow.decorators.external_python"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a><a class="headerlink" href="#module-airflow.decorators.external_python" title="Permalink to this heading">¶</a></h1>
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- <div class="pager" role="navigation" aria-label="related navigation"><button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" disabled>Previous</button>
- <a rel="next" title="Building the image" href="build.html" >
+ <div class="pager" role="navigation" aria-label="related navigation">
+ <a rel="prev" title="airflow.decorators.condition" href="../condition/index.html" >
+ <button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" accesskey="p">Previous</button>
+ </a>
+ <a rel="next" title="airflow.decorators.python" href="../python/index.html" >
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@@ -805,17 +806,7 @@ in launching Airflow in the Docker Compose environment, see: <a class="reference
<nav class="wy-nav-side-toc">
<div class="wy-menu-vertical">
<ul>
-<li><a class="reference internal" href="#">Docker Image for Apache Airflow</a><ul>
-</ul>
-</li>
-<li><a class="reference internal" href="#fixing-images-at-release-time">Fixing images at release time</a></li>
-<li><a class="reference internal" href="#what-should-i-do-if-my-security-scan-shows-critical-and-high-vulnerabilities-in-the-image">What should I do if my security scan shows critical and high vulnerabilities in the image?</a></li>
-<li><a class="reference internal" href="#support">Support</a><ul>
-<li><a class="reference internal" href="#intel-platform-x86-64">Intel platform (x86_64)</a></li>
-<li><a class="reference internal" href="#arm-platform-aarch64">ARM platform (aarch64)</a></li>
-</ul>
-</li>
-<li><a class="reference internal" href="#usage">Usage</a></li>
+<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
</ul>
</div>
@@ -838,7 +829,7 @@ in launching Airflow in the Docker Compose environment, see: <a class="reference
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- <a href="https://github.com/apache/airflow/edit/main/docs/docker-stack/index.rst" rel="nofollow">
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-<li class="toctree-l2"><a class="reference internal" href="#airflow-2-7">Airflow 2.7</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#airflow-2-6">Airflow 2.6</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#airflow-2-5">Airflow 2.5</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#airflow-2-4">Airflow 2.4</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#airflow-2-3">Airflow 2.3</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#airflow-2-2">Airflow 2.2</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#airflow-2-1">Airflow 2.1</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#airflow-2-0">Airflow 2.0</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#changes-after-publishing-the-images">Changes after publishing the images</a></li>
+ <p class="caption" role="heading"><span class="caption-text">Content</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../../../index.html">Overview</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../start.html">Quick Start</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../security/index.html">Security</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../integration.html">Integration</a></li>
+<li class="toctree-l1 current"><a class="reference internal" href="../../../public-airflow-interface.html">Public Interface of Airflow</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../../../public-airflow-interface.html#using-airflow-public-interfaces">Using Airflow Public Interfaces</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../public-airflow-interface.html#using-the-public-interface-for-dag-authors">Using the Public Interface for DAG Authors</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../public-airflow-interface.html#using-public-interface-to-extend-airflow-capabilities">Using Public Interface to extend Airflow capabilities</a></li>
+<li class="toctree-l2 current"><a class="reference internal" href="../../../public-airflow-interface.html#using-public-interface-to-integrate-with-external-services-and-applications">Using Public Interface to integrate with external services and applications</a><ul class="current">
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#executors">Executors</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#secrets-backends">Secrets Backends</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#auth-managers">Auth managers</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#authentication-backends">Authentication Backends</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#connections">Connections</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#id1">Extra Links</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#logging-and-monitoring">Logging and Monitoring</a></li>
+<li class="toctree-l3 current"><a class="reference internal" href="../../../public-airflow-interface.html#decorators">Decorators</a><ul class="current">
+<li class="toctree-l4 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a><ul>
+<li class="toctree-l5"><a class="reference internal" href="#submodules">Submodules</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="base/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.base</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="bash/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="branch_external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="branch_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="branch_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="condition/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="python_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="sensor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="setup_teardown/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.setup_teardown</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="short_circuit/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.short_circuit</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="task_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.task_group</span></code></a></li>
</ul>
</li>
-<li class="toctree-l1"><a class="reference internal" href="recipes.html">Recipes</a></li>
+<li class="toctree-l5"><a class="reference internal" href="#package-contents">Package Contents</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l6"><a class="reference internal" href="#functions">Functions</a></li>
+<li class="toctree-l6"><a class="reference internal" href="#attributes">Attributes</a><ul>
+<li class="toctree-l7"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.python"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.python</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.virtualenv"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.virtualenv</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.external_python"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.external_python</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.branch"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.branch</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.branch_virtualenv"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.branch_virtualenv</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.branch_external_python"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.branch_external_python</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.short_circuit"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.short_circuit</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.sensor"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.sensor</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.bash"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.bash</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.run_if"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.run_if</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.skip_if"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.skip_if</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.__call__"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.__call__</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.__getattr__"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.__getattr__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="#airflow.decorators.task"><code class="docutils literal notranslate"><span class="pre">task</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="#airflow.decorators.setup"><code class="docutils literal notranslate"><span class="pre">setup</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="#airflow.decorators.teardown"><code class="docutils literal notranslate"><span class="pre">teardown</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#email-notifications">Email notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#notifications">Notifications</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#cluster-policies">Cluster Policies</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../public-airflow-interface.html#lineage">Lineage</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../../../public-airflow-interface.html#what-is-not-part-of-the-public-interface-of-apache-airflow">What is not part of the Public Interface of Apache Airflow?</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../best-practices.html">Best Practices</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../faq.html">FAQ</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../troubleshooting.html">Troubleshooting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../release-process.html">Release Policies</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../release_notes.html">Release Notes</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../privacy_notice.html">Privacy Notice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../project.html">Project</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../license.html">License</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">References</span></p>
<ul>
-<li class="toctree-l1"><a class="reference internal" href="build-arg-ref.html">Image build arguments reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../operators-and-hooks-ref.html">Operators and hooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../cli-and-env-variables-ref.html">CLI</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../templates-ref.html">Templates</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../stable-rest-api-ref.html">Stable REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../deprecated-rest-api-ref.html">Deprecated REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../configurations-ref.html">Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../extra-packages-ref.html">Extra packages</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Internal DB details</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../migrations-ref.html">Database Migrations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../database-erd-ref.html">Database ERD Schema</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">System tests</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../tests/system/core/index.html">System Tests</a></li>
</ul>
</div>
@@ -561,9 +762,11 @@
<ul class="breadcrumb">
- <li class="breadcrumb-item"><a href="index.html" class="icon icon-home"> Home</a></li>
+ <li class="breadcrumb-item"><a href="../../../index.html" class="icon icon-home"> Home</a></li>
- <li class="breadcrumb-item"><a href="changelog.html"> Dockerfile Changelog</a></li>
+ <li class="breadcrumb-item"><a href="../../../public-airflow-interface.html"> Public Interface of Airflow</a></li>
+
+ <li class="breadcrumb-item"><a href="index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a></li>
</ul>
</div>
@@ -574,432 +777,209 @@
<div class="bodywrapper">
<div class="body" role="main">
- <blockquote>
-<div></div></blockquote>
-<div class="section" id="dockerfile-changelog">
-<h1>Dockerfile Changelog<a class="headerlink" href="#dockerfile-changelog" title="Permalink to this heading">¶</a></h1>
-<p>The <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> does not strictly follow the <a class="reference external" href="https://semver.org/">SemVer</a> approach of
-Apache Airflow when it comes to features and backwards compatibility. While Airflow code strictly
-follows it, the <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> is really a way to give users a conveniently packaged Airflow
-using standard container approach, so occasionally there are some changes in the building process
-or in the entrypoint of the image that require slight adaptation of how it is used or built.</p>
-<p>The Changelog below describes the changes introduced in each version of the docker images released by
-the Airflow team.</p>
-<dl class="field-list simple">
-<dt class="field-odd">note</dt>
-<dd class="field-odd"><p>The Changelog below concerns only the convenience production images released at
-<a class="reference external" href="https://hub.docker.com/r/apache/airflow">Airflow DockerHub</a> . The images that are released
-there are usually built using the <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> released together with Airflow. However, you are
-free to take latest released <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> from Airflow and use it to build an image for
-any Airflow version from the <code class="docutils literal notranslate"><span class="pre">Airflow</span> <span class="pre">2</span></code> line. There is no guarantee that it will work, but if it does,
-then you can use latest features from that image to build images for previous Airflow versions.</p>
-</dd>
-</dl>
-<div class="section" id="airflow-2-9">
-<h2>Airflow 2.9<a class="headerlink" href="#airflow-2-9" title="Permalink to this heading">¶</a></h2>
-<blockquote>
-<div><ul class="simple">
-<li><p>The “latest” image (i.e. default Airflow image when <code class="docutils literal notranslate"><span class="pre">apache/airflow</span></code> is used or
-<code class="docutils literal notranslate"><span class="pre">apache/airflow:slim-latest</span></code>) uses now the newest supported Python version. Previously it was using
-the “default” Python version which was Python 3.8 as of Airflow 2.8. With Airflow reference images
-released for Airflow 2.9.0, the images are going to use Python 3.12 as this is the latest supported
-version for Airflow 2.9 line. Users can use Python 3.8 by using <code class="docutils literal notranslate"><span class="pre">apache/airflow:2.9.0-python3.8</span></code> and
-<code class="docutils literal notranslate"><span class="pre">apache/airflow:slim-2.9.0-python-3.8</span></code> images respectively so while the change is potentially
-breaking, it is very easy to switch to the previous behaviour.</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">PIP_USER</span></code> flag is removed and replaced by <code class="docutils literal notranslate"><span class="pre">VIRTUAL_ENV</span></code> pointing to <code class="docutils literal notranslate"><span class="pre">~/.local</span></code> where Airflow
-is installed. This has the effect that the Airflow installation is treated as a regular virtual environment,
-but unlike a regular virtualenv, the <code class="docutils literal notranslate"><span class="pre">~/.local</span></code> directory is seen as <code class="docutils literal notranslate"><span class="pre">system</span> <span class="pre">level</span></code> and when the
-worker creates dynamically the virtualenv with <code class="docutils literal notranslate"><span class="pre">--system-site-packages</span></code> flag, the Airflow installation and all
-packages there are also present in the new virtualenv. When you do not use the flag, they are not
-copied there which is a backwards-compatible behaviour with having <code class="docutils literal notranslate"><span class="pre">PIP_USER</span></code> set.</p></li>
-<li><p>The image contains latest <code class="docutils literal notranslate"><span class="pre">uv</span></code> binary (latest at the moment of release) - which is a new faster
-replacement for <code class="docutils literal notranslate"><span class="pre">pip</span></code>. While the image is still using <code class="docutils literal notranslate"><span class="pre">pip</span></code> by default, you can use <code class="docutils literal notranslate"><span class="pre">uv</span></code>
-to install packages and - experimentally - you can also build custom images with
-<code class="docutils literal notranslate"><span class="pre">--arg</span> <span class="pre">AIRFLOW_USE_UV=true</span></code> which will us <code class="docutils literal notranslate"><span class="pre">uv</span></code> to perform the installation. This is an experimental
-support, as <code class="docutils literal notranslate"><span class="pre">uv</span></code> is very fast but also a very new feature in the Python ecosystem.</p></li>
-<li><p>Constraints used to install the image are available in “${HOME}/constraints.txt” now - you can use them
-to install additional packages in the image without having to find out which constraints you should use.</p></li>
-<li><p>The image adds <code class="docutils literal notranslate"><span class="pre">libev</span></code> library to the image as it is required by cassandra driver for Python 3.12, also
-<code class="docutils literal notranslate"><span class="pre">libev</span></code> will be used in other Python versions as a more robust and faster way for cassandra driver
-to handle events.</p></li>
-</ul>
-</div></blockquote>
-</div>
-<div class="section" id="airflow-2-8">
-<h2>Airflow 2.8<a class="headerlink" href="#airflow-2-8" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.8.3</p>
-<ul>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">gosu</span></code> binary was removed from the image. This is a potentially breaking change for users who relied on
-<code class="docutils literal notranslate"><span class="pre">gosu</span></code> to change the user in the container. The <code class="docutils literal notranslate"><span class="pre">gosu</span></code> binary was removed because it was a source of
-security vulnerabilities as it was linked against older Go standard libraries.</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">smtp</span></code> provider is now included in the list of providers installed by default in the image.</p></li>
-</ul>
-</li>
-<li><p>2.8.1</p>
+ <div class="section" id="module-airflow.decorators">
+<span id="airflow-decorators"></span><h1><a class="reference internal" href="#module-airflow.decorators" title="airflow.decorators"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a><a class="headerlink" href="#module-airflow.decorators" title="Permalink to this heading">¶</a></h1>
+<div class="section" id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
<ul>
-<li><p>Fixed a discrepancy in MySQL client libraries. In 2.8.0 if not specify <code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code> build arg
-during build custom X86 image by default packages would be compiled by using <strong>MariaDB</strong> libraries,
-however <strong>MySQL</strong> libraries were installed in the final image.</p></li>
-</ul>
-</li>
-<li><p>2.8.0</p>
-<ul>
-<li><p>Add <code class="docutils literal notranslate"><span class="pre">libxmlsec1</span></code> and <code class="docutils literal notranslate"><span class="pre">libxmlsec1-dev</span></code> libraries to dev PROD image and <code class="docutils literal notranslate"><span class="pre">libxmlsec1</span></code> library to runtime PROD
-image as it is required by <code class="docutils literal notranslate"><span class="pre">python3-saml</span></code> library.</p></li>
-<li><p>The image is based on <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bookworm</span></code> in 2.8.0 rather than <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bullseye</span></code>. This might cause some
-problems when building custom images. You are advised to make sure your system level dependencies are
-working with <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bookworm</span></code>. While all reference images of Airflow 2.8.0 are built on <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bookworm</span></code>,
-it is still possible to build deprecated custom <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bullseye</span></code> based image in 2.8.0 following the</p></li>
-<li><p>By default the images now have “MariaDB” client installed. Previous images had “MySQL” client installed.
-The MariaDB client is a drop-in replacement for “MySQL” one and is compatible with MySQL. This might
-be a breaking change for users who used MySQL client in their images, however those should be very
-specific cases and vast majority of users should not see any difference. Users can still use
-MySQL client by setting <code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE=mysql</span></code> build arg and build the custom X86 image.
-The ARM image always uses MariaDB client, this argument is ignored. The “mysql” apt repository is
-removed from the /etc/apt/sources.list.d/ and if you want to install anything from this repository when
-extending the images, you need to manually add the right key and repository in your Dockerfile,
-following the instructions in <a class="reference external" href="https://dev.mysql.com/doc/mysql-apt-repo-quick-guide/en/">A Quick Guide to Using the MySQL APT repository</a>.</p></li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal" href="base/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.base</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="bash/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="branch_external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="branch_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_python</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="branch_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="condition/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="python_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="sensor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="setup_teardown/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.setup_teardown</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="short_circuit/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.short_circuit</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="task_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.task_group</span></code></a></li>
</ul>
</div>
-<div class="section" id="airflow-2-7">
-<h2>Airflow 2.7<a class="headerlink" href="#airflow-2-7" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.7.3</p>
-<ul>
-<li><p>Add experimental feature for select type of MySQL Client libraries during the build custom image via <code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code>
-build arg. <code class="docutils literal notranslate"><span class="pre">mysql</span></code> for install MySQL client libraries from <a class="reference external" href="https://dev.mysql.com/doc/mysql-apt-repo-quick-guide/en/">Oracle APT repository</a>,
-<code class="docutils literal notranslate"><span class="pre">mariadb</span></code> for install MariaDB client libraries from <a class="reference external" href="https://mariadb.com/kb/en/mariadb-package-repository-setup-and-usage/#mariadb-repository">MariaDB repository</a>.
-The selection of MySQL Client libraries only available on AMD64 (x86_64) for ARM docker image it will always install
-MariaDB client.</p></li>
-<li><p>Docker CLI version in the image is bumped to 24.0.6 version.</p></li>
-<li><p>PIP caching for local builds has been enabled to speed up local custom image building</p></li>
-</ul>
-</li>
-<li><p>2.7.0</p>
-<ul>
-<li><p>As of now, Python 3.7 is no longer supported by the Python community. Therefore, to use Airflow 2.7.0, you must ensure your Python version is
-either 3.8, 3.9, 3.10, or 3.11.</p></li>
-</ul>
-</li>
-</ul>
</div>
-<div class="section" id="airflow-2-6">
-<h2>Airflow 2.6<a class="headerlink" href="#airflow-2-6" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.6.3</p>
-<ul>
-<li><p>Add <code class="docutils literal notranslate"><span class="pre">libgeos-dev</span></code> library to runtime PROD image as it is required by BigQuery library on ARM image</p></li>
-</ul>
-</li>
-<li><p>2.6.0</p>
-<ul>
-<li><p>Snowflake provider installed by default</p></li>
-<li><p>The ARM experimental image adds support for MySQL via MariaDB client libraries.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-5">
-<h2>Airflow 2.5<a class="headerlink" href="#airflow-2-5" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.5.1</p>
-<ul>
-<li><p>The ARM experimental image adds support for MSSQL</p></li>
-</ul>
-</li>
-<li><p>2.5.0</p>
-<ul>
-<li><p>The docker CLI binary is now added to the images by default (available on PATH). Version 20.10.9 is used.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-4">
-<h2>Airflow 2.4<a class="headerlink" href="#airflow-2-4" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.4.0</p>
-<ul>
-<li><p>You can specify additional <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span></code> flags when you build the image via <code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PIP_INSTALL_FLAGS</span></code>
-build arg.</p></li>
-<li><p>Support for <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Buster</span></code> was dropped, including the possibility of building customized images as
-<code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Buster</span></code> reached end of life.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-3">
-<h2>Airflow 2.3<a class="headerlink" href="#airflow-2-3" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.3.0</p>
-<ul>
-<li><p>Airflow 2.3 <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> is now better optimized for caching and “standalone” which means that you
-can copy <strong>just</strong> the <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> to any folder and start building custom images. This,
-however, requires <a class="reference external" href="https://docs.docker.com/develop/develop-images/build_enhancements/">Buildkit</a>
-to build the image because we started using features that are only available in <code class="docutils literal notranslate"><span class="pre">Buildkit</span></code>.
-This can be done by setting <code class="docutils literal notranslate"><span class="pre">DOCKER_BUILDKIT=1</span></code> as an environment variable
-or by installing <a class="reference external" href="https://docs.docker.com/buildx/working-with-buildx/">the buildx plugin</a>
-and running <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">buildx</span> <span class="pre">build</span></code> command.</p></li>
-<li><p>MySQL is experimentally supported on ARM through MariaDB client library</p></li>
-<li><p>Add Python 3.10 support</p></li>
-<li><p>Switch to <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bullseye</span></code> based images. <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Buster</span></code> is deprecated and only available for
-customized image building.</p></li>
-<li><p>Add Multi-Platform support (AMD64/ARM64) in order to accommodate MacOS M1 users</p></li>
-<li><p>Build parameters which control if packages and Airflow should be installed from context file were
-unified</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">INSTALL_FROM_PYPI</span></code> arg was removed - it is automatically detected now.</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">INSTALL_FROM_DOCKER_CONTEXT_FILES</span></code> arg changed to <code class="docutils literal notranslate"><span class="pre">INSTALL_PACKAGES_FROM_CONTEXT</span></code></p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-2">
-<h2>Airflow 2.2<a class="headerlink" href="#airflow-2-2" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.2.4
-* Add support for both <code class="docutils literal notranslate"><span class="pre">.piprc</span></code> and <code class="docutils literal notranslate"><span class="pre">pip.conf</span></code> customizations
-* Add ArtifactHub labels for better discovery of the images
-* Update default Python image to be 3.7
-* Build images with <code class="docutils literal notranslate"><span class="pre">Buildkit</span></code> (optional)
-* Fix building the image on Azure with <code class="docutils literal notranslate"><span class="pre">text</span> <span class="pre">file</span> <span class="pre">busy</span></code> error</p></li>
-<li><p>2.2.3
-* No changes</p></li>
-<li><p>2.2.2
-* No changes</p></li>
-<li><p>2.2.1
-* Workaround the problem with <code class="docutils literal notranslate"><span class="pre">libstdcpp</span></code> TLS error</p></li>
-<li><p>2.2.0
-* Remove AIRFLOW_GID (5000) from Airflow images (potentially breaking change for users using it)
-* Added warnings for Quick-start docker compose
-* Fix warm shutdown for celery worker (signal propagation)
-* Add Oauth libraries to PROD images
-* Add Python 3.9 support</p></li>
-</ul>
-</div>
-<div class="section" id="airflow-2-1">
-<h2>Airflow 2.1<a class="headerlink" href="#airflow-2-1" title="Permalink to this heading">¶</a></h2>
-<ul>
-<li><p>MySQL changed the keys to sign their packages on 17 Feb 2022. This caused all released images
-to fail when being extended. As result, on 18 Feb 2021 we re-released all
-the <code class="docutils literal notranslate"><span class="pre">2.2</span></code> and <code class="docutils literal notranslate"><span class="pre">2.1</span></code> images with latest versions of <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>
-containing the new signing key.</p>
-<p>There were subtle changes in the behaviour of some 2.1 images due to that (more details below)
-Detailed <a class="reference external" href="https://github.com/apache/airflow/issues/20911">issue here</a></p>
-</li>
-</ul>
-<dl class="field-list simple">
-<dt class="field-odd">note</dt>
-<dd class="field-odd"><p>that the changes below were valid before image refreshing on 18 Feb 2022.
-Since all the images were refreshed on 18 Feb with the same <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>
-as 2.1.4, the changes 2.1.1 -> 2.1.3 are
-effectively applied to all the images in 2.1.* line.
-The images refreshed have also those fixes added:</p>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>All 2.1.* image versions refreshed on 18 Feb 2022 have those fixes applied:
-* Fix building the image on Azure with <code class="docutils literal notranslate"><span class="pre">text</span> <span class="pre">file</span> <span class="pre">busy</span></code> error
-* Workaround the problem with <code class="docutils literal notranslate"><span class="pre">libstdcpp</span></code> TLS error
-* Remove AIRFLOW_GID (5000) from Airflow images (potentially breaking change for users using it)
-* Added warnings for Quick-start docker compose
-* Add Oauth libraries to PROD images</p></li>
-</ul>
-<p>Original image Changelog (before the refresh on 18 Feb 2022):</p>
-<ul class="simple">
-<li><dl class="simple">
-<dt>2.1.4</dt><dd><ul>
-<li><p>Workaround the problem with <code class="docutils literal notranslate"><span class="pre">libstdcpp</span></code> TLS error</p></li>
-<li><p>fixed detection of port number in connection URL</p></li>
-<li><p>Improve warnings for quick-start-docker compose</p></li>
-<li><p>Fix warm shutdown for celery worker (signal propagation)</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.3</dt><dd><ul>
-<li><p>fixed auto-creation of user to use non-deprecated <code class="docutils literal notranslate"><span class="pre">create</span> <span class="pre">user</span></code> rather than <code class="docutils literal notranslate"><span class="pre">user_create</span></code></p></li>
-<li><p>remove waiting for celery backend for <code class="docutils literal notranslate"><span class="pre">worker</span></code> and <code class="docutils literal notranslate"><span class="pre">flower</span></code> commands rather than <code class="docutils literal notranslate"><span class="pre">scheduler</span></code> and <code class="docutils literal notranslate"><span class="pre">celery</span></code> only</p></li>
-<li><p>remove deprecated <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">upgradedb</span></code> command from Airflow 1.10 in case upgrade is requested</p></li>
-<li><p>Add Python 3.9 support</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.2</dt><dd><ul>
-<li><p>No changes</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.1</dt><dd><ul>
-<li><p>Fix failure of lack of default commands (failed when no commands were passed)</p></li>
-<li><p>Added <code class="docutils literal notranslate"><span class="pre">_PIP_ADDITIONAL_REQUIREMENTS</span></code> development feature</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.0</dt><dd><ul>
-<li><p>Unset default <code class="docutils literal notranslate"><span class="pre">PIP_USER</span></code> variable - which caused PythonVirtualEnv to fail</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-0">
-<h2>Airflow 2.0<a class="headerlink" href="#airflow-2-0" title="Permalink to this heading">¶</a></h2>
-<ul>
-<li><p>MySQL changed the keys to sign their packages on 17 Feb 2022. This caused all released images
-to fail when being extended. As result, on 18 Feb 2021 we re-released all
-the <code class="docutils literal notranslate"><span class="pre">2.2</span></code> and <code class="docutils literal notranslate"><span class="pre">2.1</span></code> images with latest versions of <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>
-containing the new signing key.</p>
-<p>There were no changes in the behaviour of 2.0.2 image due to that
-Detailed <a class="reference external" href="https://github.com/apache/airflow/issues/20911">issue here</a> .
-Only 2.0.2 image was regenerated, as 2.0.1 and 2.0.0 versions are hardly used and it is unlikely someone
-would like to extend those images. Extending 2.0.1 and 2.0.0 images will lead to failures of “missing key”.</p>
-</li>
-<li><dl class="simple">
-<dt>2.0.2</dt><dd><ul class="simple">
-<li><p>Set correct PYTHONPATH for <code class="docutils literal notranslate"><span class="pre">root</span></code> user. Allows to run the image as root</p></li>
-<li><p>Warn if the deprecated 5000 group ID was used for airflow user when running the image
-(should be 0 for the OpenShift compatibility). Fails if the group 5000 was used with any other user
-(it would not work anyway but with cryptic errors)</p></li>
-<li><p>Set umask as 002 by default, so that you can actually change the user id used to run the image
-(required for OpenShift compatibility)</p></li>
-<li><p>Skip checking the DB and celery backend if CONNECTION_CHECK_MAX_COUNT is equal to 0</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.0.1</dt><dd><ul class="simple">
-<li><p>Avoid reverse IP lookup when checking DB availability. This helped to solve long delays on misconfigured
-docker engines</p></li>
-<li><p>Add auto-detection of redis and amqp broker ports</p></li>
-<li><p>Fixed detection of all user/password combinations in URLs - helps in auto-detecting ports and testing
-connectivity</p></li>
-<li><p>Add possibility to create Admin user automatically when entering the image</p></li>
-<li><p>Automatically create system user when different user than <code class="docutils literal notranslate"><span class="pre">airflow</span></code> is used. Needed for OpenShift
-compatibility</p></li>
-<li><p>Allows to exec to <code class="docutils literal notranslate"><span class="pre">bash</span></code> or <code class="docutils literal notranslate"><span class="pre">python</span></code> if specified as parameters</p></li>
-<li><p>Remove <code class="docutils literal notranslate"><span class="pre">airflow</span></code> command if it is specified as first parameter of the <code class="docutils literal notranslate"><span class="pre">run</span></code> command</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.0.0</dt><dd><ul class="simple">
-<li><p>Initial release of the image based on Debian Buster</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-</ul>
-</div>
-<div class="section" id="changes-after-publishing-the-images">
-<h2>Changes after publishing the images<a class="headerlink" href="#changes-after-publishing-the-images" title="Permalink to this heading">¶</a></h2>
-<p>Occasionally our images need to be regenerated using newer <code class="docutils literal notranslate"><span class="pre">Dockerfiles</span></code> or constraints.
-This happens when an issue is found or a breaking change is released by our dependencies
-that invalidates the already released image, and regenerating the image makes it usable again.
-While we cannot assure 100% backwards compatibility when it happens, we at least document it
-here so that users affected can find the reason for the changes.</p>
-<table class="docutils align-default">
+<div class="section" id="package-contents">
+<h2>Package Contents<a class="headerlink" href="#package-contents" title="Permalink to this heading">¶</a></h2>
+<div class="section" id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
<colgroup>
-<col style="width: 9%" />
-<col style="width: 14%" />
-<col style="width: 28%" />
-<col style="width: 16%" />
-<col style="width: 32%" />
+<col style="width: 10%" />
+<col style="width: 90%" />
</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Date</p></th>
-<th class="head"><p>Affected images</p></th>
-<th class="head"><p>Potentially breaking change</p></th>
-<th class="head"><p>Reason</p></th>
-<th class="head"><p>Link to Pull Request / Issue</p></th>
+<tbody>
+<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">TaskDecorator</span></code></p></td>
+<td><p>Type declaration for <code class="docutils literal notranslate"><span class="pre">task_decorator_factory</span></code> return type.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection" title="airflow.decorators.TaskDecoratorCollection"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TaskDecoratorCollection</span></code></a></p></td>
+<td><p>Implementation to provide the <code class="docutils literal notranslate"><span class="pre">@task</span></code> syntax.</p></td>
</tr>
-</thead>
+</tbody>
+</table>
+</div>
+<div class="section" id="functions">
+<h3>Functions<a class="headerlink" href="#functions" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
+<colgroup>
+<col style="width: 10%" />
+<col style="width: 90%" />
+</colgroup>
<tbody>
-<tr class="row-even"><td><p>02 Aug 2024</p></td>
-<td><p>2.9.3</p></td>
-<td><ul class="simple">
-<li><p>The <code class="docutils literal notranslate"><span class="pre">apache-airflow-providers-fab</span></code>
-upgraded from 1.2.1 to 1.2.2</p></li>
-</ul>
-</td>
-<td><p>FAB provider logout
-did not work for 2.9.3</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/issues/40922">https://github.com/apache/airflow/issues/40922</a></p></td>
+<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">bash_task</span></code>([python_callable])</p></td>
+<td><p>Wrap a function into a BashOperator.</p></td>
</tr>
-<tr class="row-odd"><td><p>12 Mar 2024</p></td>
-<td><p>2.8.3</p></td>
-<td><ul class="simple">
-<li><p>The image was refreshed with new
-dependencies (pandas < 2.2 and
-SMTP provider 1.6.1</p></li>
-</ul>
-</td>
-<td><p>Both dependencies
-caused breaking
-changes</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/pull/37748">https://github.com/apache/airflow/pull/37748</a>
-<a class="reference external" href="https://github.com/apache/airflow/pull/37701">https://github.com/apache/airflow/pull/37701</a></p></td>
+<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">branch_external_python_task</span></code>([python_callable, ...])</p></td>
+<td><p>Wrap a python function into a BranchExternalPythonOperator.</p></td>
</tr>
-<tr class="row-even"><td><p>16 Dec 2023</p></td>
-<td><p>All 2..*</p></td>
-<td><ul class="simple">
-<li><p>The AIRFLOW_GID 500 was removed</p></li>
-<li><p>MySQL <code class="docutils literal notranslate"><span class="pre">apt</span></code> repository key changed.</p></li>
-</ul>
-</td>
-<td><p>MySQL repository is
-removed after the
-key expiry fiasco</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/issues/36231">https://github.com/apache/airflow/issues/36231</a></p></td>
+<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">branch_task</span></code>([python_callable, multiple_outputs])</p></td>
+<td><p>Wrap a python function into a BranchPythonOperator.</p></td>
</tr>
-<tr class="row-odd"><td><p>17 June 2022</p></td>
-<td><p>2.2.5</p>
-<p>2.3.0-2.3.2</p>
-</td>
-<td><ul class="simple">
-<li><p>The <code class="docutils literal notranslate"><span class="pre">Authlib</span></code> library downgraded
-from 1.0.1 to 0.15.5 version</p></li>
-</ul>
-</td>
-<td><p>Flask App Builder
-not compatible with
-Authlib >= 1.0.0</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/pull/24516">https://github.com/apache/airflow/pull/24516</a></p></td>
+<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">branch_virtualenv_task</span></code>([python_callable, multiple_outputs])</p></td>
+<td><p>Wrap a python function into a BranchPythonVirtualenvOperator.</p></td>
</tr>
-<tr class="row-even"><td><p>18 Jan 2022</p></td>
-<td><p>All 2.2.*, 2.1.*</p></td>
-<td><ul class="simple">
-<li><p>The AIRFLOW_GID 500 was removed</p></li>
-<li><p>MySQL <code class="docutils literal notranslate"><span class="pre">apt</span></code> repository key changed.</p></li>
-</ul>
-</td>
-<td><p>MySQL changed keys
-to sign their packages
-on 17 Jan 2022</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/pull/20912">https://github.com/apache/airflow/pull/20912</a></p></td>
+<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">external_python_task</span></code>([python, python_callable, ...])</p></td>
+<td><p>Wrap a callable into an Airflow operator to run via a Python virtual environment.</p></td>
+</tr>
+<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">python_task</span></code>([python_callable, multiple_outputs])</p></td>
+<td><p>Wrap a function into an Airflow operator.</p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">virtualenv_task</span></code>([python_callable, multiple_outputs])</p></td>
+<td><p>Wrap a callable into an Airflow operator to run via a Python virtual environment.</p></td>
+</tr>
+<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">sensor_task</span></code>([python_callable])</p></td>
+<td><p>Wrap a function into an Airflow operator.</p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">short_circuit_task</span></code>([python_callable, multiple_outputs])</p></td>
+<td><p>Wrap a function into an ShortCircuitOperator.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="task_group/index.html#module-airflow.decorators.task_group" title="airflow.decorators.task_group"><code class="xref py py-obj docutils literal notranslate"><span class="pre">task_group</span></code></a></p></td>
+<td><p>Implements the <code class="docutils literal notranslate"><span class="pre">@task_group</span></code> function decorator.</p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">dag</span></code>([dag_id, description, schedule, ...])</p></td>
+<td><p>Python dag decorator which wraps a function into an Airflow DAG.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="section" id="attributes">
+<h3>Attributes<a class="headerlink" href="#attributes" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
+<colgroup>
+<col style="width: 10%" />
+<col style="width: 90%" />
+</colgroup>
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.task" title="airflow.decorators.task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">task</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#airflow.decorators.setup" title="airflow.decorators.setup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">setup</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.teardown" title="airflow.decorators.teardown"><code class="xref py py-obj docutils literal notranslate"><span class="pre">teardown</span></code></a></p></td>
+<td><p></p></td>
</tr>
</tbody>
</table>
+<dl class="py class">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">airflow.decorators.</span></span><span class="sig-name descname"><span class="pre">TaskDecoratorCollection</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecorat [...]
+<dd><p>Implementation to provide the <code class="docutils literal notranslate"><span class="pre">@task</span></code> syntax.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.python">
+<span class="sig-name descname"><span class="pre">python</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.python"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.python" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.virtualenv">
+<span class="sig-name descname"><span class="pre">virtualenv</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.virtualenv"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.virtualenv" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.external_python">
+<span class="sig-name descname"><span class="pre">external_python</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.external_python"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.external_python" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.branch">
+<span class="sig-name descname"><span class="pre">branch</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.branch"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.branch" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.branch_virtualenv">
+<span class="sig-name descname"><span class="pre">branch_virtualenv</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.branch_virtualenv"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.branch_virtualenv" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.branch_external_python">
+<span class="sig-name descname"><span class="pre">branch_external_python</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.branch_external_python"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.branch_external_python" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.short_circuit">
+<span class="sig-name descname"><span class="pre">short_circuit</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.short_circuit"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.short_circuit" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.sensor">
+<span class="sig-name descname"><span class="pre">sensor</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.sensor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.sensor" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.bash">
+<span class="sig-name descname"><span class="pre">bash</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.bash"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.bash" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.run_if">
+<span class="sig-name descname"><span class="pre">run_if</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.run_if"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.run_if" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.skip_if">
+<span class="sig-name descname"><span class="pre">skip_if</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.skip_if"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.skip_if" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.__call__">
+<span class="sig-name descname"><span class="pre">__call__</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.__call__" title="Permalink to this de [...]
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="airflow.decorators.TaskDecoratorCollection.__getattr__">
+<span class="sig-name descname"><span class="pre">__getattr__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/airflow/decorators.html#TaskDecoratorCollection.__getattr__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.TaskDecoratorCollection.__getattr__" ti [...]
+<dd><p>Dynamically get provider-registered task decorators, e.g. <code class="docutils literal notranslate"><span class="pre">@task.docker</span></code>.</p>
+<dl class="field-list simple">
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py data">
+<dt class="sig sig-object py" id="airflow.decorators.task">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.</span></span><span class="sig-name descname"><span class="pre">task</span></span><a class="reference internal" href="../../../_modules/airflow/decorators.html#task"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decorators.task" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py data">
+<dt class="sig sig-object py" id="airflow.decorators.setup">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.</span></span><span class="sig-name descname"><span class="pre">setup</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Callable</span></em><a class="reference internal" href="../../../_modules/airflow/decorators.html#setup"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow.decora [...]
+<dd></dd></dl>
+
+<dl class="py data">
+<dt class="sig sig-object py" id="airflow.decorators.teardown">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.</span></span><span class="sig-name descname"><span class="pre">teardown</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Callable</span></em><a class="reference internal" href="../../../_modules/airflow/decorators.html#teardown"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#airflow. [...]
+<dd></dd></dl>
+
+</div>
</div>
</div>
<div class="pager" role="navigation" aria-label="related navigation">
- <a rel="prev" title="Entrypoint" href="entrypoint.html" >
+ <a rel="prev" title="airflow.secrets.metastore" href="../secrets/metastore/index.html" >
<button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" accesskey="p">Previous</button>
</a>
- <a rel="next" title="Recipes" href="recipes.html" >
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@@ -1069,18 +1049,35 @@ on 17 Jan 2022</p></td>
<nav class="wy-nav-side-toc">
<div class="wy-menu-vertical">
<ul>
-<li><a class="reference internal" href="#">Dockerfile Changelog</a><ul>
-<li><a class="reference internal" href="#airflow-2-9">Airflow 2.9</a></li>
-<li><a class="reference internal" href="#airflow-2-8">Airflow 2.8</a></li>
-<li><a class="reference internal" href="#airflow-2-7">Airflow 2.7</a></li>
-<li><a class="reference internal" href="#airflow-2-6">Airflow 2.6</a></li>
-<li><a class="reference internal" href="#airflow-2-5">Airflow 2.5</a></li>
-<li><a class="reference internal" href="#airflow-2-4">Airflow 2.4</a></li>
-<li><a class="reference internal" href="#airflow-2-3">Airflow 2.3</a></li>
-<li><a class="reference internal" href="#airflow-2-2">Airflow 2.2</a></li>
-<li><a class="reference internal" href="#airflow-2-1">Airflow 2.1</a></li>
-<li><a class="reference internal" href="#airflow-2-0">Airflow 2.0</a></li>
-<li><a class="reference internal" href="#changes-after-publishing-the-images">Changes after publishing the images</a></li>
+<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a><ul>
+<li><a class="reference internal" href="#submodules">Submodules</a></li>
+<li><a class="reference internal" href="#package-contents">Package Contents</a><ul>
+<li><a class="reference internal" href="#classes">Classes</a></li>
+<li><a class="reference internal" href="#functions">Functions</a></li>
+<li><a class="reference internal" href="#attributes">Attributes</a><ul>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection</span></code></a><ul>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.python"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.python</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.virtualenv"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.virtualenv</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.external_python"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.external_python</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.branch"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.branch</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.branch_virtualenv"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.branch_virtualenv</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.branch_external_python"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.branch_external_python</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.short_circuit"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.short_circuit</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.sensor"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.sensor</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.bash"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.bash</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.run_if"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.run_if</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.skip_if"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.skip_if</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.__call__"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.__call__</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.TaskDecoratorCollection.__getattr__"><code class="docutils literal notranslate"><span class="pre">TaskDecoratorCollection.__getattr__()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#airflow.decorators.task"><code class="docutils literal notranslate"><span class="pre">task</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.setup"><code class="docutils literal notranslate"><span class="pre">setup</span></code></a></li>
+<li><a class="reference internal" href="#airflow.decorators.teardown"><code class="docutils literal notranslate"><span class="pre">teardown</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
</ul>
</li>
</ul>
@@ -1105,7 +1102,7 @@ on 17 Jan 2022</p></td>
<div class="base-layout--button">
- <a href="https://github.com/apache/airflow/edit/main/docs/docker-stack/changelog.rst" rel="nofollow">
+ <a href="https://github.com/apache/airflow/edit/main/docs/apache-airflow/_api/airflow/decorators/index.rst" rel="nofollow">
<button class="btn-hollow btn-brown btn-with-icon with-box-shadow button-fixed">
<svg xmlns="http://www.w3.org/2000/svg" width="30.76" height="30">
@@ -1239,20 +1236,21 @@ on 17 Jan 2022</p></td>
</span>
</div>
</footer>
- <script type="text/javascript" src="_static/_gen/js/docs.js"></script>
- <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
+ <script type="text/javascript" src="../../../_static/_gen/js/docs.js"></script>
+ <script type="text/javascript" id="documentation_options" data-url_root="../../../" src="../../../_static/documentation_options.js"></script>
<script src="https://code.jquery.com/jquery-3.4.1.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
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<script src="https://stackpath.bootstrapcdn.com/bootstrap/4.1.3/js/bootstrap.min.js" integrity="sha384-ChfqqxuZUCnJSK3+MXmPNIyE6ZbWh2IMqE241rYiqJxyMiZ6OW/JmZQ5stwEULTy" crossorigin="anonymous"></script>
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+ <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+ <script src="../../../_static/jquery.js"></script>
+ <script src="../../../_static/underscore.js"></script>
+ <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
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+ <script src="../../../_static/gh-jira-links.js"></script>
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\ No newline at end of file
diff --git a/docs-archive/docker-stack/build-arg-ref.html b/docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/python/index.html
similarity index 73%
copy from docs-archive/docker-stack/build-arg-ref.html
copy to docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/python/index.html
index 6ffac8e3cf..86feabbef5 100644
--- a/docs-archive/docker-stack/build-arg-ref.html
+++ b/docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/python/index.html
@@ -9,20 +9,22 @@
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1">
- <title>Image build arguments reference — docker-stack Documentation</title>
- <link rel="stylesheet" href="_static/_gen/css/main.min.css" type="text/css" />
- <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
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- <link rel="stylesheet" type="text/css" href="_static/custom.css" />
- <link rel="shortcut icon" href="_static/pin_32.png"/>
- <link rel="index" title="Index" href="genindex.html" />
- <link rel="search" title="Search" href="search.html" />
- <link rel="prev" title="Recipes" href="recipes.html" />
-
- <link rel="canonical" href="https://airflow.apache.org/docs/docker-stack/stable/build-arg-ref.html" />
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+<li class="toctree-l1"><a class="reference internal" href="../../../../project.html">Project</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../license.html">License</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">References</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../operators-and-hooks-ref.html">Operators and hooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../cli-and-env-variables-ref.html">CLI</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../templates-ref.html">Templates</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../stable-rest-api-ref.html">Stable REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../deprecated-rest-api-ref.html">Deprecated REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../extra-packages-ref.html">Extra packages</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Internal DB details</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../migrations-ref.html">Database Migrations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../database-erd-ref.html">Database ERD Schema</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">System tests</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../tests/system/core/index.html">System Tests</a></li>
</ul>
</div>
@@ -546,9 +728,13 @@
<ul class="breadcrumb">
- <li class="breadcrumb-item"><a href="index.html" class="icon icon-home"> Home</a></li>
+ <li class="breadcrumb-item"><a href="../../../../index.html" class="icon icon-home"> Home</a></li>
+
+ <li class="breadcrumb-item"><a href="../../../../public-airflow-interface.html"> Public Interface of Airflow</a></li>
- <li class="breadcrumb-item"><a href="build-arg-ref.html"> Image build arguments reference</a></li>
+ <li class="breadcrumb-item"><a href="../index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a></li>
+
+ <li class="breadcrumb-item"><a href="index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a></li>
</ul>
</div>
@@ -559,408 +745,51 @@
<div class="bodywrapper">
<div class="body" role="main">
- <blockquote>
-<div></div></blockquote>
-<div class="section" id="image-build-arguments-reference">
-<h1>Image build arguments reference<a class="headerlink" href="#image-build-arguments-reference" title="Permalink to this heading">¶</a></h1>
-<p>The following build arguments (<code class="docutils literal notranslate"><span class="pre">--build-arg</span></code> in docker build command) can be used for production images.
-Those arguments are used when you want to customize the image. You can see some examples of it in
-<a class="reference internal" href="build.html#image-build-pypi"><span class="std std-ref">Building from PyPI packages</span></a>.</p>
-<div class="section" id="basic-arguments">
-<h2>Basic arguments<a class="headerlink" href="#basic-arguments" title="Permalink to this heading">¶</a></h2>
-<p>Those are the most common arguments that you use when you want to build a custom image.</p>
-<table class="docutils align-default">
+ <div class="section" id="module-airflow.decorators.python">
+<span id="airflow-decorators-python"></span><h1><a class="reference internal" href="#module-airflow.decorators.python" title="airflow.decorators.python"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a><a class="headerlink" href="#module-airflow.decorators.python" title="Permalink to this heading">¶</a></h1>
+<div class="section" id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this heading">¶</a></h2>
+<div class="section" id="functions">
+<h3>Functions<a class="headerlink" href="#functions" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
<colgroup>
-<col style="width: 33%" />
-<col style="width: 33%" />
-<col style="width: 35%" />
+<col style="width: 10%" />
+<col style="width: 90%" />
</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">PYTHON_BASE_IMAGE</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">python:3.8-slim-bookworm</span></code></p></td>
-<td><p>Base python image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_VERSION</span></code></p></td>
-<td><p><code class="code docutils literal notranslate"><span class="pre">2.10.0</span></code></p></td>
-<td><p>version of Airflow.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_EXTRAS</span></code></p></td>
-<td><p>(see below the table)</p></td>
-<td><p>Default extras with which airflow is
-installed.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_AIRFLOW_EXTRAS</span></code></p></td>
-<td></td>
-<td><p>Optional additional extras with which
-airflow is installed.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_HOME</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/opt/airflow</span></code></p></td>
-<td><p>Airflow’s HOME (that’s where logs and
-SQLite databases are stored).</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_USER_HOME_DIR</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/home/airflow</span></code></p></td>
-<td><p>Home directory of the Airflow user.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_PIP_VERSION</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre"><LATEST_AVAILABLE_IN_PYPI></span></code></p></td>
-<td><p>PIP version used.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UV_VERSION</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre"><LATEST_AVAILABLE_IN_PYPI></span></code></p></td>
-<td><p>UV version used.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_USE_UV</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">false</span></code></p></td>
-<td><p>Whether to use UV to build the image.
-This is an experimental feature.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">UV_HTTP_TIMEOUT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">300</span></code></p></td>
-<td><p>Timeout in seconds for UV pull requests.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PIP_INSTALL_FLAGS</span></code></p></td>
-<td></td>
-<td><p>additional <code class="docutils literal notranslate"><span class="pre">pip</span></code> flags passed to the
-installation commands (except when
-reinstalling <code class="docutils literal notranslate"><span class="pre">pip</span></code> itself)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">PIP_PROGRESS_BAR</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">on</span></code></p></td>
-<td><p>Progress bar for PIP installation</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_UID</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">50000</span></code></p></td>
-<td><p>Airflow user UID.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">constraints</span></code></p></td>
-<td><p>Type of constraints to build the image.
-This can be <code class="docutils literal notranslate"><span class="pre">constraints</span></code> for regular
-images or <code class="docutils literal notranslate"><span class="pre">constraints-no-providers</span></code> for
-slim images.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_CONSTRAINTS_REFERENCE</span></code></p></td>
-<td></td>
-<td><p>Reference (branch or tag) from GitHub
-where constraints file is taken from
-It can be <code class="docutils literal notranslate"><span class="pre">constraints-main</span></code> or
-<code class="docutils literal notranslate"><span class="pre">constraints-2-0</span></code> for
-2.0.* installation. In case of building
-specific version you want to point it
-to specific tag, for example
-<code class="code docutils literal notranslate"><span class="pre">constraints-2.10.0</span></code>.
-Auto-detected if empty.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.python.python_task" title="airflow.decorators.python.python_task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">python_task</span></code></a>([python_callable, multiple_outputs])</p></td>
+<td><p>Wrap a function into an Airflow operator.</p></td>
</tr>
</tbody>
</table>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Before Airflow 2.2, the image also had <code class="docutils literal notranslate"><span class="pre">AIRFLOW_GID</span></code> parameter, but it did not provide any additional
-functionality - only added confusion - so it has been removed.</p>
-</div>
-<p>List of default extras in the production Dockerfile:</p>
-<ul class="simple">
-<li><p>aiobotocore</p></li>
-<li><p>amazon</p></li>
-<li><p>async</p></li>
-<li><p>celery</p></li>
-<li><p>cncf-kubernetes</p></li>
-<li><p>common-io</p></li>
-<li><p>docker</p></li>
-<li><p>elasticsearch</p></li>
-<li><p>fab</p></li>
-<li><p>ftp</p></li>
-<li><p>google</p></li>
-<li><p>google-auth</p></li>
-<li><p>graphviz</p></li>
-<li><p>grpc</p></li>
-<li><p>hashicorp</p></li>
-<li><p>http</p></li>
-<li><p>ldap</p></li>
-<li><p>microsoft-azure</p></li>
-<li><p>mysql</p></li>
-<li><p>odbc</p></li>
-<li><p>openlineage</p></li>
-<li><p>pandas</p></li>
-<li><p>postgres</p></li>
-<li><p>redis</p></li>
-<li><p>sendgrid</p></li>
-<li><p>sftp</p></li>
-<li><p>slack</p></li>
-<li><p>snowflake</p></li>
-<li><p>ssh</p></li>
-<li><p>statsd</p></li>
-<li><p>uv</p></li>
-<li><p>virtualenv</p></li>
-</ul>
-</div>
-<div class="section" id="image-optimization-options">
-<h2>Image optimization options<a class="headerlink" href="#image-optimization-options" title="Permalink to this heading">¶</a></h2>
-<p>The main advantage of Customization method of building Airflow image, is that it allows to build highly optimized image because
-the final image (RUNTIME) might not contain all the dependencies that are needed to build and install all other dependencies
-(DEV). Those arguments allow to control what is installed in the DEV image and what is installed in RUNTIME one, thus
-allowing to produce much more optimized images. See <a class="reference internal" href="build.html#image-build-optimized"><span class="std std-ref">Building optimized images</span></a>.
-for examples of using those arguments.</p>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">UPGRADE_INVALIDATION_STRING</span></code></p></td>
-<td></td>
-<td><p>If set to a random, non-empty value
-the dependencies are upgraded to newer
-versions. In CI it is set to build id
-to make sure subsequent builds are not
-reusing cached images with same value.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PYTHON_DEPS</span></code></p></td>
-<td></td>
-<td><p>Optional python packages to extend
-the image with some extra dependencies.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Dev apt command executed before dev deps
-are installed in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Dev apt command executed
-before dev dep are installed
-in the Build image. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DEV_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Dev APT dependencies installed
-in the Build image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt dev dependencies
-installed in the Build image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_DEV_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing dev deps.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Runtime apt command executed before deps
-are installed in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_COMMAND</span></code></p></td>
-<td></td>
-<td><p>Additional Runtime apt command executed
-before runtime dep are installed
-in the <code class="docutils literal notranslate"><span class="pre">main</span></code> stage. Should start with
-<code class="docutils literal notranslate"><span class="pre">&&</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">RUNTIME_APT_DEPS</span></code></p></td>
-<td><p>Empty - install default dependencies
-(see <code class="docutils literal notranslate"><span class="pre">install_os_dependencies.sh</span></code>)</p></td>
-<td><p>Runtime APT dependencies installed
-in the Main image.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_DEPS</span></code></p></td>
-<td></td>
-<td><p>Additional apt runtime dependencies
-installed in the Main image.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">ADDITIONAL_RUNTIME_APT_ENV</span></code></p></td>
-<td></td>
-<td><p>Additional env variables defined
-when installing runtime deps.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MySQL client should be installed
-The mysql extra is removed from extras
-if the client is not installed.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">mariadb</span></code></p></td>
-<td><p>Type of MySQL client library. This
-can be <code class="docutils literal notranslate"><span class="pre">mariadb</span></code> or <code class="docutils literal notranslate"><span class="pre">mysql</span></code>
-Regardless of the parameter, <code class="docutils literal notranslate"><span class="pre">mariadb</span></code>
-will always be used on ARM.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_MSSQL_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether MsSQL client should be installed</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">INSTALL_POSTGRES_CLIENT</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">true</span></code></p></td>
-<td><p>Whether Postgres client should be
-installed</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<div class="section" id="installing-airflow-using-different-methods">
-<h2>Installing Airflow using different methods<a class="headerlink" href="#installing-airflow-using-different-methods" title="Permalink to this heading">¶</a></h2>
-<p>Those parameters are useful only if you want to install Airflow using different installation methods than the default
-(installing from PyPI packages).</p>
-<p>This is usually only useful if you have your own fork of Airflow and want to build the images locally from
-those sources - either locally or directly from GitHub sources. This way you do not need to release your
-Airflow and Providers via PyPI - they can be installed directly from sources or from GitHub repository.
-Another option of installation is to build Airflow from previously prepared binary Python packages which might
-be useful if you need to build Airflow in environments that require high levels of security.</p>
-<dl class="simple">
-<dt>You can see some examples of those in:</dt><dd><ul class="simple">
-<li><p><a class="reference internal" href="build.html#image-build-github"><span class="std std-ref">Building from GitHub</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-custom"><span class="std std-ref">Using custom installation sources</span></a>,</p></li>
-<li><p><a class="reference internal" href="build.html#image-build-secure-environments"><span class="std std-ref">Build images in security restricted environments</span></a></p></li>
+<dl class="py function">
+<dt class="sig sig-object py" id="airflow.decorators.python.python_task">
+<span class="sig-prename descclassname"><span class="pre">airflow.decorators.python.</span></span><span class="sig-name descname"><span class="pre">python_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_callable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multiple_outputs</span></s [...]
+<dd><p>Wrap a function into an Airflow operator.</p>
+<p>Accepts kwargs for operator kwarg. Can be reused in a single DAG.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>python_callable</strong> (<em>Callable</em><em> | </em><em>None</em>) – Function to decorate</p></li>
+<li><p><strong>multiple_outputs</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a><em> | </em><em>None</em>) – If set to True, the decorated function’s return value will be unrolled to
+multiple XCom values. Dict will unroll to XCom values with its keys as XCom keys. Defaults to False.</p></li>
</ul>
</dd>
</dl>
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 30%" />
-<col style="width: 35%" />
-<col style="width: 35%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Build argument</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_INSTALLATION_METHOD</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code></p></td>
-<td><p>Installation method of Apache Airflow.
-<code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code> for installation from
-PyPI. It can be GitHub repository URL
-including branch or tag to install from
-that repository or “.” to install from
-local sources. Installing from sources
-requires appropriate values of the
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code> and
-<code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code> variables (see
-below)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_FROM</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code></p></td>
-<td><p>Sources of Airflow. Set it to “.” when
-you install Airflow from local sources</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_SOURCES_TO</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">/Dockerfile</span></code></p></td>
-<td><p>Target for Airflow sources. Set to
-“/opt/airflow” when you install Airflow
-from local sources.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW_VERSION_SPECIFICATION</span></code></p></td>
-<td></td>
-<td><p>Optional - might be used for using limit
-for Airflow version installation - for
-example <code class="docutils literal notranslate"><span class="pre"><2.0.2</span></code> for automated builds.</p></td>
-</tr>
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-<li><a class="reference internal" href="#pre-caching-pip-dependencies">Pre-caching PIP dependencies</a></li>
+<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a><ul>
+<li><a class="reference internal" href="#module-contents">Module Contents</a><ul>
+<li><a class="reference internal" href="#functions">Functions</a><ul>
+<li><a class="reference internal" href="#airflow.decorators.python.python_task"><code class="docutils literal notranslate"><span class="pre">python_task()</span></code></a></li>
+</ul>
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@@ -1057,7 +889,7 @@ new argument.</p></td>
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@@ -436,16 +538,90 @@
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-<li class="toctree-l1 current"><a class="current reference internal" href="#">Home</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../bash/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.bash</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../branch_virtualenv/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.branch_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../condition/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.condition</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../external_python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.external_python</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../python/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python</span></code></a></li>
+<li class="toctree-l6 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../sensor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../setup_teardown/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.setup_teardown</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../short_circuit/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.short_circuit</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="../task_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.task_group</span></code></a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../../operators-and-hooks-ref.html">Operators and hooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../cli-and-env-variables-ref.html">CLI</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../templates-ref.html">Templates</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../stable-rest-api-ref.html">Stable REST API</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../extra-packages-ref.html">Extra packages</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Internal DB details</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../migrations-ref.html">Database Migrations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../database-erd-ref.html">Database ERD Schema</a></li>
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+<p class="caption" role="heading"><span class="caption-text">System tests</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../tests/system/core/index.html">System Tests</a></li>
</ul>
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@@ -534,9 +710,13 @@
<ul class="breadcrumb">
- <li class="breadcrumb-item"><a href="#" class="icon icon-home"> Home</a></li>
+ <li class="breadcrumb-item"><a href="../../../../index.html" class="icon icon-home"> Home</a></li>
+
+ <li class="breadcrumb-item"><a href="../../../../public-airflow-interface.html"> Public Interface of Airflow</a></li>
+
+ <li class="breadcrumb-item"><a href="../index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a></li>
- <li class="breadcrumb-item"><a href="index.html"> Docker Image for Apache Airflow</a></li>
+ <li class="breadcrumb-item"><a href="index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
</ul>
</div>
@@ -547,195 +727,16 @@
<div class="bodywrapper">
<div class="body" role="main">
- <blockquote>
-<div></div></blockquote>
-<a class="reference internal image-reference" href="_images/docker-logo.png"><img alt="_images/docker-logo.png" src="_images/docker-logo.png" style="width: 100px;" /></a>
-<div class="section" id="docker-image-for-apache-airflow">
-<h1>Docker Image for Apache Airflow<a class="headerlink" href="#docker-image-for-apache-airflow" title="Permalink to this heading">¶</a></h1>
-<div class="toctree-wrapper compound">
-</div>
-<div class="toctree-wrapper compound">
-</div>
-<p>For the ease of deployment in production, the community releases a production-ready reference container
-image.</p>
-<p>The Apache Airflow community, releases Docker Images which are <code class="docutils literal notranslate"><span class="pre">reference</span> <span class="pre">images</span></code> for Apache Airflow.
-Every time a new version of Airflow is released, the images are prepared in the
-<a class="reference external" href="https://hub.docker.com/r/apache/airflow">apache/airflow DockerHub</a>
-for all the supported Python versions.</p>
-<p>You can find the following images there (Assuming Airflow version <code class="code docutils literal notranslate"><span class="pre">2.10.0</span></code>):</p>
-<ul class="simple">
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:latest</span></code> - the latest released Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:latest-pythonX.Y</span></code> - the latest released Airflow image with specific Python version</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:2.10.0</span></code> - the versioned Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:2.10.0-pythonX.Y</span></code> - the versioned Airflow image with specific Python version</p></li>
-</ul>
-<p>Those are “reference” regular images. They contain the most common set of extras, dependencies and providers that are
-often used by the users and they are good to “try-things-out” when you want to just take Airflow for a spin,</p>
-<p>You can also use “slim” images that contain only core airflow and are about half the size of the “regular” images
-but you need to add all the <a class="reference external" href="/docs/apache-airflow/stable/extra-packages-ref.html" title="(in apache-airflow v2.10.0.dev0)"><span>Reference for package extras</span></a> and providers that you need separately
-via <a class="reference internal" href="build.html#build-build-image"><span class="std std-ref">Building the image</span></a>.</p>
-<ul class="simple">
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-latest</span></code> - the latest released Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-latest-pythonX.Y</span></code> - the latest released Airflow image with specific Python version</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-2.10.0</span></code> - the versioned Airflow image with default Python version (3.8 currently)</p></li>
-<li><p><code class="code docutils literal notranslate"><span class="pre">apache/airflow:slim-2.10.0-pythonX.Y</span></code> - the versioned Airflow image with specific Python version</p></li>
-</ul>
-<p>The Apache Airflow image provided as convenience package is optimized for size, and
-it provides just a bare minimal set of the extras and dependencies installed and in most cases
-you want to either extend or customize the image. You can see all possible extras in <a class="reference external" href="/docs/apache-airflow/stable/extra-packages-ref.html" title="(in apache-airflow v2.10.0.dev0)"><span>Reference for package extras</span></a>.
-The set of extras used in Airflow Production image are available in the
-<a class="reference external" href="https://github.com/apache/airflow/blob/2.10.0/Dockerfile">Dockerfile</a>.</p>
-<p>However, Airflow has more than 60 community-managed providers (installable via extras) and some of the
-default extras/providers installed are not used by everyone, sometimes others extras/providers
-are needed, sometimes (very often actually) you need to add your own custom dependencies,
-packages or even custom providers. You can learn how to do it in <a class="reference internal" href="build.html#build-build-image"><span class="std std-ref">Building the image</span></a>.</p>
-<p>The production images are build in DockerHub from released version and release candidates. There
-are also images published from branches but they are used mainly for development and testing purpose.
-See <a class="reference external" href="https://github.com/apache/airflow/blob/main/contributing-docs/working-with-git#airflow-git-branches">Airflow Git Branching</a>
-for details.</p>
-</div>
-<div class="section" id="fixing-images-at-release-time">
-<h1>Fixing images at release time<a class="headerlink" href="#fixing-images-at-release-time" title="Permalink to this heading">¶</a></h1>
-<p>The released “versioned” reference images are mostly <code class="docutils literal notranslate"><span class="pre">fixed</span></code> when we release Airflow version and we only
-update them in exceptional circumstances. For example when we find out that there are dependency errors
-that might prevent important Airflow or embedded provider’s functionalities working. In normal circumstances,
-the images are not going to change after release, even if new version of Airflow dependencies are released -
-not even when those versions contain critical security fixes. The process of Airflow releases is designed
-around upgrading dependencies automatically where applicable but only when we release a new version of Airflow,
-not for already released versions.</p>
-</div>
-<div class="section" id="what-should-i-do-if-my-security-scan-shows-critical-and-high-vulnerabilities-in-the-image">
-<h1>What should I do if my security scan shows critical and high vulnerabilities in the image?<a class="headerlink" href="#what-should-i-do-if-my-security-scan-shows-critical-and-high-vulnerabilities-in-the-image" title="Permalink to this heading">¶</a></h1>
-<p>We often hear questions that our users use various security scanners on the image and find out that
-there are some critical and high vulnerabilities in the image - not coming from Airflow but for some other
-components. In general, this is normal and expected that such vulnerabilities are found in the image after
-it’s been released and fixed - precisely because we are NOT updating the images after they are released as
-explained above. Also sometimes even the latest releases contain vulnerabilities that are not yet fixed
-in the base image we use or in the dependencies we use and cannot upgrade, because some of our providers
-have limits and did not manage to upgrade yet and we have no control over that. So it is possible
-that even the most recent release of our image there are some High and Critical vulnerabilities that
-are not yet fixed.</p>
-<p><strong>What can you do in such case?</strong></p>
-<p>First of all - you should know what you should NOT do.</p>
-<p>Do NOT send private email to the Airflow Security Team with scan results and asking what to do.
-The Security team at Airflow takes care exclusively about undisclosed vulnerabilities in Airflow itself, not
-in the dependencies or in the base image. The security email should only be used to report privately any
-security issues that can be exploited via Airflow. This is nicely explained in our
-<a class="reference external" href="https://github.com/apache/airflow/security/policy">Security Policy</a> where you can find more details
-including the need to provide reproducible scenarios and submitting ONE issue per email. NEVER submit multiple
-vulnerabilities in one email - those are rejected immediately, as they make the process of handling the issue
-way harder for everyone, including the reporters.</p>
-<p>Also DO NOT open a GitHub Issue with the scan results and asking what to do. The GitHub Issues are for
-reporting bugs and feature requests to Airflow itself, not for asking for help with the security scans on
-3rd party components.</p>
-<p>So what are your options?</p>
-<p>You have four options:</p>
-<ol class="arabic simple">
-<li><p>Build your own custom image following the examples we share there - using the latest base image and
-possibly manually bumping dependencies you want to bump. There are quite a few examples
-in <a class="reference internal" href="build.html#build-build-image"><span class="std std-ref">Building the image</span></a> which you can follow. You can use “slim” image as a base
-for your images and rather than basing your image on the “reference” image that has a number of extras
-and providers installed, you can only install what you actually need and upgrade some dependencies that
-otherwise would not be possible to upgrade - because some of the provider libraries have limits and
-did not manage to upgrade yet and we have no control over that. This is the most flexible way to
-build your image and you can build your process to combine it with quickly upgrading to latest Airflow
-versions (see point 2. below).</p></li>
-<li><p>Wait for a new version of Airflow and upgrade to it. Airflow images are updated to latest “non-conflicting”
-dependencies and use latest “base” image at release time, so what you have in the reference images
-at the moment we publish the image / release the version is what is “latest and greatest”
-available at the moment with the base platform we use (Debian Bookworm is the reference image we use).
-This is one of good strategies you can take - build a process to upgrade your Airflow version regularly
-- quickly after it has been released by the community, this will help you to keep up with the latest
-security fixes in the dependencies.</p></li>
-<li><p>If the base platform we use (currently Debian Bookworm) does not contain the latest versions you want
-and you want to use other base images, you can take a look at what system dependencies are installed
-and scripts in the latest <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> of airflow and take inspiration from it and build your own image
-or copy it and modify it to your needs. See the
-<a class="reference external" href="https://github.com/apache/airflow/blob/2.10.0/Dockerfile">Dockerfile</a> for the latest version.</p></li>
-<li><p>Research if the vulnerability affects you or not. Even if there is a dependency with high or critical
-vulnerability, it does not mean that it can be exploited in Airflow (or specifically in the way you are
-using Airflow). If you do have a reproducible scenario how a vulnerability can be exploited in Airflow, you should -
-of course - privately report it to the security team. But if you do not have reproducible
-scenario, please do some research and try to understand the impact of the vulnerability on Airflow. That
-research might result in a public GitHub Discussion where you can discuss the impact of the
-vulnerability if you research will indicate Airflow might not be impacted or private security email if
-you find a reproducible scenario on how to exploit it.</p></li>
-</ol>
-<p><strong>How do I discuss publicly about public CVEs in the image?</strong></p>
-<p>The security scans report public vulnerabilities in 3rd-party components of Airflow. Since those are
-already public vulnerabilities, this is something you can talk about but others also are talking about.
-So you can do research on your own first. Try to find discussions about the issues, how others were handling
-it and possibly even try to explore, whether the vulnerability can be exploited in Airflow or not.
-This is a very valuable contribution to the community you can do in order to help others to
-understand the impact of the vulnerability on Airflow. We highly appreciate our commercial users do it,
-because Airflow is maintained by volunteers, so if you or your company can spend some time and skills of
-security researchers to help the community to understand the impact of the vulnerability on Airflow, it
-could be a fantastic contribution to the community and way to give back to the project that your company uses
-for free.</p>
-<p>You are free to discuss it publicly, open a <a class="reference external" href="https://github.com/apache/airflow/discussions">GitHub Discussion</a>
-mentioning your findings and research you’ve done so far. Ideally (as a way to contribute to Airflow) you
-should explain the findings of your own security team in your company to help to research and understand
-the impact of the vulnerability on Airflow (and your way of using it).
-Again - strong suggestion is to open ONE discussion per vulnerability. You should NOT post scan results in
-bulk - this is not helpful for a discussion, and you will not get meaningful answers if you will attempt to
-discuss all the issues in one discussion thread.</p>
-<p>Yes - we know it’s the easy way to copy & paste your result and ask others what to do, but doing it is
-going to likely result in silence because such actions in the community as seen as pretty selfish way of
-getting your problems solved by tapping into time of other volunteers, without spending your time on making it
-easier for them to help. If you really want to get help from the community, focus your discussion on
-particular CVE, provide your findings - including analyzing your report in detail and finding which
-binaries and base images exactly are causing the scanner to report the vulnerability. Remember that only
-you have access to your scanner and you should bring as much helpful information so that others can
-comment on it. Show that you have done your homework and that you bring valuable information to the community.</p>
-<p>Opening a GitHub Discussion for this kind of issues is also a great way to communicate with the
-maintainers and security team in an open and transparent way - without reverting to the private security
-mailing list (which serves different purpose as explained above). If after such a discussion there will be
-a way to remove such a vulnerability from the scanned image - great, you can even contribute a PR to the
-Dockerfile to remove the vulnerability from the image. Maybe such a discussion will lead to a PR to allow
-Airflow to upgrade to newer dependency that fixes the vulnerability or remove it altogether, or maybe
-there is already a way to mitigate it or maybe there is already a PR that someone works on to fix it.
-All this can (and should) be discussed publicly and transparently in a GitHub Discussion, not via private
-security email, nor GitHub Issues which are exclusively about Airflow Issues not 3rd-party components
-public security issues.</p>
-</div>
-<div class="section" id="support">
-<h1>Support<a class="headerlink" href="#support" title="Permalink to this heading">¶</a></h1>
-<p>The reference Docker Image supports the following platforms and database:</p>
-<div class="section" id="intel-platform-x86-64">
-<h2>Intel platform (x86_64)<a class="headerlink" href="#intel-platform-x86-64" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>Postgres Client</p></li>
-<li><p>MySQL Client</p></li>
-<li><p>MSSQL Client</p></li>
-</ul>
-</div>
-<div class="section" id="arm-platform-aarch64">
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+ <div class="section" id="module-airflow.decorators.python_virtualenv">
+<span id="airflow-decorators-python-virtualenv"></span><h1><a class="reference internal" href="#module-airflow.decorators.python_virtualenv" title="airflow.decorators.python_virtualenv"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a><a class="headerlink" href="#module-airflow.decorators.python_virtualenv" title="Permalink to this heading">¶</a></h1>
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-</ul>
-</li>
-<li><a class="reference internal" href="#usage">Usage</a></li>
+<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.python_virtualenv</span></code></a></li>
</ul>
</div>
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- <a href="https://github.com/apache/airflow/edit/main/docs/docker-stack/index.rst" rel="nofollow">
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diff --git a/docs-archive/docker-stack/changelog.html b/docs-archive/apache-airflow/2.10.1/_api/airflow/decorators/sensor/index.html
similarity index 67%
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- <link rel="prev" title="Entrypoint" href="entrypoint.html" />
-
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+ <title>airflow.decorators.sensor — Airflow Documentation</title>
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+<li class="toctree-l3 current"><a class="reference internal" href="../../../../public-airflow-interface.html#decorators">Decorators</a><ul class="current">
+<li class="toctree-l4 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a><ul class="current">
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+<li class="toctree-l8"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l8"><a class="reference internal" href="#functions">Functions</a><ul>
+<li class="toctree-l9"><a class="reference internal" href="#airflow.decorators.sensor.DecoratedSensorOperator"><code class="docutils literal notranslate"><span class="pre">DecoratedSensorOperator</span></code></a><ul>
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+</ul>
+</li>
+<li class="toctree-l9"><a class="reference internal" href="#airflow.decorators.sensor.sensor_task"><code class="docutils literal notranslate"><span class="pre">sensor_task()</span></code></a></li>
+</ul>
+</li>
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</li>
-<li class="toctree-l1"><a class="reference internal" href="recipes.html">Recipes</a></li>
+</ul>
+</li>
+<li class="toctree-l6"><a class="reference internal" href="../setup_teardown/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.setup_teardown</span></code></a></li>
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+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../../../../release-process.html">Release Policies</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../release_notes.html">Release Notes</a></li>
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<ul>
-<li class="toctree-l1"><a class="reference internal" href="build-arg-ref.html">Image build arguments reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../operators-and-hooks-ref.html">Operators and hooks</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../cli-and-env-variables-ref.html">CLI</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../templates-ref.html">Templates</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../stable-rest-api-ref.html">Stable REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../deprecated-rest-api-ref.html">Deprecated REST API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../extra-packages-ref.html">Extra packages</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Internal DB details</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../migrations-ref.html">Database Migrations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../database-erd-ref.html">Database ERD Schema</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">System tests</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../tests/system/core/index.html">System Tests</a></li>
</ul>
</div>
@@ -561,9 +744,13 @@
<ul class="breadcrumb">
- <li class="breadcrumb-item"><a href="index.html" class="icon icon-home"> Home</a></li>
+ <li class="breadcrumb-item"><a href="../../../../index.html" class="icon icon-home"> Home</a></li>
+
+ <li class="breadcrumb-item"><a href="../../../../public-airflow-interface.html"> Public Interface of Airflow</a></li>
- <li class="breadcrumb-item"><a href="changelog.html"> Dockerfile Changelog</a></li>
+ <li class="breadcrumb-item"><a href="../index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators</span></code></a></li>
+
+ <li class="breadcrumb-item"><a href="index.html"> <code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a></li>
</ul>
</div>
@@ -574,432 +761,99 @@
<div class="bodywrapper">
<div class="body" role="main">
- <blockquote>
-<div></div></blockquote>
-<div class="section" id="dockerfile-changelog">
-<h1>Dockerfile Changelog<a class="headerlink" href="#dockerfile-changelog" title="Permalink to this heading">¶</a></h1>
-<p>The <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> does not strictly follow the <a class="reference external" href="https://semver.org/">SemVer</a> approach of
-Apache Airflow when it comes to features and backwards compatibility. While Airflow code strictly
-follows it, the <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> is really a way to give users a conveniently packaged Airflow
-using standard container approach, so occasionally there are some changes in the building process
-or in the entrypoint of the image that require slight adaptation of how it is used or built.</p>
-<p>The Changelog below describes the changes introduced in each version of the docker images released by
-the Airflow team.</p>
-<dl class="field-list simple">
-<dt class="field-odd">note</dt>
-<dd class="field-odd"><p>The Changelog below concerns only the convenience production images released at
-<a class="reference external" href="https://hub.docker.com/r/apache/airflow">Airflow DockerHub</a> . The images that are released
-there are usually built using the <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> released together with Airflow. However, you are
-free to take latest released <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> from Airflow and use it to build an image for
-any Airflow version from the <code class="docutils literal notranslate"><span class="pre">Airflow</span> <span class="pre">2</span></code> line. There is no guarantee that it will work, but if it does,
-then you can use latest features from that image to build images for previous Airflow versions.</p>
-</dd>
-</dl>
-<div class="section" id="airflow-2-9">
-<h2>Airflow 2.9<a class="headerlink" href="#airflow-2-9" title="Permalink to this heading">¶</a></h2>
-<blockquote>
-<div><ul class="simple">
-<li><p>The “latest” image (i.e. default Airflow image when <code class="docutils literal notranslate"><span class="pre">apache/airflow</span></code> is used or
-<code class="docutils literal notranslate"><span class="pre">apache/airflow:slim-latest</span></code>) uses now the newest supported Python version. Previously it was using
-the “default” Python version which was Python 3.8 as of Airflow 2.8. With Airflow reference images
-released for Airflow 2.9.0, the images are going to use Python 3.12 as this is the latest supported
-version for Airflow 2.9 line. Users can use Python 3.8 by using <code class="docutils literal notranslate"><span class="pre">apache/airflow:2.9.0-python3.8</span></code> and
-<code class="docutils literal notranslate"><span class="pre">apache/airflow:slim-2.9.0-python-3.8</span></code> images respectively so while the change is potentially
-breaking, it is very easy to switch to the previous behaviour.</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">PIP_USER</span></code> flag is removed and replaced by <code class="docutils literal notranslate"><span class="pre">VIRTUAL_ENV</span></code> pointing to <code class="docutils literal notranslate"><span class="pre">~/.local</span></code> where Airflow
-is installed. This has the effect that the Airflow installation is treated as a regular virtual environment,
-but unlike a regular virtualenv, the <code class="docutils literal notranslate"><span class="pre">~/.local</span></code> directory is seen as <code class="docutils literal notranslate"><span class="pre">system</span> <span class="pre">level</span></code> and when the
-worker creates dynamically the virtualenv with <code class="docutils literal notranslate"><span class="pre">--system-site-packages</span></code> flag, the Airflow installation and all
-packages there are also present in the new virtualenv. When you do not use the flag, they are not
-copied there which is a backwards-compatible behaviour with having <code class="docutils literal notranslate"><span class="pre">PIP_USER</span></code> set.</p></li>
-<li><p>The image contains latest <code class="docutils literal notranslate"><span class="pre">uv</span></code> binary (latest at the moment of release) - which is a new faster
-replacement for <code class="docutils literal notranslate"><span class="pre">pip</span></code>. While the image is still using <code class="docutils literal notranslate"><span class="pre">pip</span></code> by default, you can use <code class="docutils literal notranslate"><span class="pre">uv</span></code>
-to install packages and - experimentally - you can also build custom images with
-<code class="docutils literal notranslate"><span class="pre">--arg</span> <span class="pre">AIRFLOW_USE_UV=true</span></code> which will us <code class="docutils literal notranslate"><span class="pre">uv</span></code> to perform the installation. This is an experimental
-support, as <code class="docutils literal notranslate"><span class="pre">uv</span></code> is very fast but also a very new feature in the Python ecosystem.</p></li>
-<li><p>Constraints used to install the image are available in “${HOME}/constraints.txt” now - you can use them
-to install additional packages in the image without having to find out which constraints you should use.</p></li>
-<li><p>The image adds <code class="docutils literal notranslate"><span class="pre">libev</span></code> library to the image as it is required by cassandra driver for Python 3.12, also
-<code class="docutils literal notranslate"><span class="pre">libev</span></code> will be used in other Python versions as a more robust and faster way for cassandra driver
-to handle events.</p></li>
-</ul>
-</div></blockquote>
-</div>
-<div class="section" id="airflow-2-8">
-<h2>Airflow 2.8<a class="headerlink" href="#airflow-2-8" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.8.3</p>
-<ul>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">gosu</span></code> binary was removed from the image. This is a potentially breaking change for users who relied on
-<code class="docutils literal notranslate"><span class="pre">gosu</span></code> to change the user in the container. The <code class="docutils literal notranslate"><span class="pre">gosu</span></code> binary was removed because it was a source of
-security vulnerabilities as it was linked against older Go standard libraries.</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">smtp</span></code> provider is now included in the list of providers installed by default in the image.</p></li>
-</ul>
-</li>
-<li><p>2.8.1</p>
-<ul>
-<li><p>Fixed a discrepancy in MySQL client libraries. In 2.8.0 if not specify <code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code> build arg
-during build custom X86 image by default packages would be compiled by using <strong>MariaDB</strong> libraries,
-however <strong>MySQL</strong> libraries were installed in the final image.</p></li>
-</ul>
-</li>
-<li><p>2.8.0</p>
-<ul>
-<li><p>Add <code class="docutils literal notranslate"><span class="pre">libxmlsec1</span></code> and <code class="docutils literal notranslate"><span class="pre">libxmlsec1-dev</span></code> libraries to dev PROD image and <code class="docutils literal notranslate"><span class="pre">libxmlsec1</span></code> library to runtime PROD
-image as it is required by <code class="docutils literal notranslate"><span class="pre">python3-saml</span></code> library.</p></li>
-<li><p>The image is based on <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bookworm</span></code> in 2.8.0 rather than <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bullseye</span></code>. This might cause some
-problems when building custom images. You are advised to make sure your system level dependencies are
-working with <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bookworm</span></code>. While all reference images of Airflow 2.8.0 are built on <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bookworm</span></code>,
-it is still possible to build deprecated custom <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bullseye</span></code> based image in 2.8.0 following the</p></li>
-<li><p>By default the images now have “MariaDB” client installed. Previous images had “MySQL” client installed.
-The MariaDB client is a drop-in replacement for “MySQL” one and is compatible with MySQL. This might
-be a breaking change for users who used MySQL client in their images, however those should be very
-specific cases and vast majority of users should not see any difference. Users can still use
-MySQL client by setting <code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE=mysql</span></code> build arg and build the custom X86 image.
-The ARM image always uses MariaDB client, this argument is ignored. The “mysql” apt repository is
-removed from the /etc/apt/sources.list.d/ and if you want to install anything from this repository when
-extending the images, you need to manually add the right key and repository in your Dockerfile,
-following the instructions in <a class="reference external" href="https://dev.mysql.com/doc/mysql-apt-repo-quick-guide/en/">A Quick Guide to Using the MySQL APT repository</a>.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-7">
-<h2>Airflow 2.7<a class="headerlink" href="#airflow-2-7" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.7.3</p>
-<ul>
-<li><p>Add experimental feature for select type of MySQL Client libraries during the build custom image via <code class="docutils literal notranslate"><span class="pre">INSTALL_MYSQL_CLIENT_TYPE</span></code>
-build arg. <code class="docutils literal notranslate"><span class="pre">mysql</span></code> for install MySQL client libraries from <a class="reference external" href="https://dev.mysql.com/doc/mysql-apt-repo-quick-guide/en/">Oracle APT repository</a>,
-<code class="docutils literal notranslate"><span class="pre">mariadb</span></code> for install MariaDB client libraries from <a class="reference external" href="https://mariadb.com/kb/en/mariadb-package-repository-setup-and-usage/#mariadb-repository">MariaDB repository</a>.
-The selection of MySQL Client libraries only available on AMD64 (x86_64) for ARM docker image it will always install
-MariaDB client.</p></li>
-<li><p>Docker CLI version in the image is bumped to 24.0.6 version.</p></li>
-<li><p>PIP caching for local builds has been enabled to speed up local custom image building</p></li>
-</ul>
-</li>
-<li><p>2.7.0</p>
-<ul>
-<li><p>As of now, Python 3.7 is no longer supported by the Python community. Therefore, to use Airflow 2.7.0, you must ensure your Python version is
-either 3.8, 3.9, 3.10, or 3.11.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-6">
-<h2>Airflow 2.6<a class="headerlink" href="#airflow-2-6" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.6.3</p>
-<ul>
-<li><p>Add <code class="docutils literal notranslate"><span class="pre">libgeos-dev</span></code> library to runtime PROD image as it is required by BigQuery library on ARM image</p></li>
-</ul>
-</li>
-<li><p>2.6.0</p>
-<ul>
-<li><p>Snowflake provider installed by default</p></li>
-<li><p>The ARM experimental image adds support for MySQL via MariaDB client libraries.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-5">
-<h2>Airflow 2.5<a class="headerlink" href="#airflow-2-5" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.5.1</p>
-<ul>
-<li><p>The ARM experimental image adds support for MSSQL</p></li>
-</ul>
-</li>
-<li><p>2.5.0</p>
-<ul>
-<li><p>The docker CLI binary is now added to the images by default (available on PATH). Version 20.10.9 is used.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-4">
-<h2>Airflow 2.4<a class="headerlink" href="#airflow-2-4" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.4.0</p>
-<ul>
-<li><p>You can specify additional <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span></code> flags when you build the image via <code class="docutils literal notranslate"><span class="pre">ADDITIONAL_PIP_INSTALL_FLAGS</span></code>
-build arg.</p></li>
-<li><p>Support for <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Buster</span></code> was dropped, including the possibility of building customized images as
-<code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Buster</span></code> reached end of life.</p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-3">
-<h2>Airflow 2.3<a class="headerlink" href="#airflow-2-3" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.3.0</p>
-<ul>
-<li><p>Airflow 2.3 <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> is now better optimized for caching and “standalone” which means that you
-can copy <strong>just</strong> the <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> to any folder and start building custom images. This,
-however, requires <a class="reference external" href="https://docs.docker.com/develop/develop-images/build_enhancements/">Buildkit</a>
-to build the image because we started using features that are only available in <code class="docutils literal notranslate"><span class="pre">Buildkit</span></code>.
-This can be done by setting <code class="docutils literal notranslate"><span class="pre">DOCKER_BUILDKIT=1</span></code> as an environment variable
-or by installing <a class="reference external" href="https://docs.docker.com/buildx/working-with-buildx/">the buildx plugin</a>
-and running <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">buildx</span> <span class="pre">build</span></code> command.</p></li>
-<li><p>MySQL is experimentally supported on ARM through MariaDB client library</p></li>
-<li><p>Add Python 3.10 support</p></li>
-<li><p>Switch to <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Bullseye</span></code> based images. <code class="docutils literal notranslate"><span class="pre">Debian</span> <span class="pre">Buster</span></code> is deprecated and only available for
-customized image building.</p></li>
-<li><p>Add Multi-Platform support (AMD64/ARM64) in order to accommodate MacOS M1 users</p></li>
-<li><p>Build parameters which control if packages and Airflow should be installed from context file were
-unified</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">INSTALL_FROM_PYPI</span></code> arg was removed - it is automatically detected now.</p></li>
-<li><p>The <code class="docutils literal notranslate"><span class="pre">INSTALL_FROM_DOCKER_CONTEXT_FILES</span></code> arg changed to <code class="docutils literal notranslate"><span class="pre">INSTALL_PACKAGES_FROM_CONTEXT</span></code></p></li>
-</ul>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-2">
-<h2>Airflow 2.2<a class="headerlink" href="#airflow-2-2" title="Permalink to this heading">¶</a></h2>
-<ul class="simple">
-<li><p>2.2.4
-* Add support for both <code class="docutils literal notranslate"><span class="pre">.piprc</span></code> and <code class="docutils literal notranslate"><span class="pre">pip.conf</span></code> customizations
-* Add ArtifactHub labels for better discovery of the images
-* Update default Python image to be 3.7
-* Build images with <code class="docutils literal notranslate"><span class="pre">Buildkit</span></code> (optional)
-* Fix building the image on Azure with <code class="docutils literal notranslate"><span class="pre">text</span> <span class="pre">file</span> <span class="pre">busy</span></code> error</p></li>
-<li><p>2.2.3
-* No changes</p></li>
-<li><p>2.2.2
-* No changes</p></li>
-<li><p>2.2.1
-* Workaround the problem with <code class="docutils literal notranslate"><span class="pre">libstdcpp</span></code> TLS error</p></li>
-<li><p>2.2.0
-* Remove AIRFLOW_GID (5000) from Airflow images (potentially breaking change for users using it)
-* Added warnings for Quick-start docker compose
-* Fix warm shutdown for celery worker (signal propagation)
-* Add Oauth libraries to PROD images
-* Add Python 3.9 support</p></li>
-</ul>
-</div>
-<div class="section" id="airflow-2-1">
-<h2>Airflow 2.1<a class="headerlink" href="#airflow-2-1" title="Permalink to this heading">¶</a></h2>
-<ul>
-<li><p>MySQL changed the keys to sign their packages on 17 Feb 2022. This caused all released images
-to fail when being extended. As result, on 18 Feb 2021 we re-released all
-the <code class="docutils literal notranslate"><span class="pre">2.2</span></code> and <code class="docutils literal notranslate"><span class="pre">2.1</span></code> images with latest versions of <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>
-containing the new signing key.</p>
-<p>There were subtle changes in the behaviour of some 2.1 images due to that (more details below)
-Detailed <a class="reference external" href="https://github.com/apache/airflow/issues/20911">issue here</a></p>
-</li>
-</ul>
-<dl class="field-list simple">
-<dt class="field-odd">note</dt>
-<dd class="field-odd"><p>that the changes below were valid before image refreshing on 18 Feb 2022.
-Since all the images were refreshed on 18 Feb with the same <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>
-as 2.1.4, the changes 2.1.1 -> 2.1.3 are
-effectively applied to all the images in 2.1.* line.
-The images refreshed have also those fixes added:</p>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>All 2.1.* image versions refreshed on 18 Feb 2022 have those fixes applied:
-* Fix building the image on Azure with <code class="docutils literal notranslate"><span class="pre">text</span> <span class="pre">file</span> <span class="pre">busy</span></code> error
-* Workaround the problem with <code class="docutils literal notranslate"><span class="pre">libstdcpp</span></code> TLS error
-* Remove AIRFLOW_GID (5000) from Airflow images (potentially breaking change for users using it)
-* Added warnings for Quick-start docker compose
-* Add Oauth libraries to PROD images</p></li>
-</ul>
-<p>Original image Changelog (before the refresh on 18 Feb 2022):</p>
-<ul class="simple">
-<li><dl class="simple">
-<dt>2.1.4</dt><dd><ul>
-<li><p>Workaround the problem with <code class="docutils literal notranslate"><span class="pre">libstdcpp</span></code> TLS error</p></li>
-<li><p>fixed detection of port number in connection URL</p></li>
-<li><p>Improve warnings for quick-start-docker compose</p></li>
-<li><p>Fix warm shutdown for celery worker (signal propagation)</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.3</dt><dd><ul>
-<li><p>fixed auto-creation of user to use non-deprecated <code class="docutils literal notranslate"><span class="pre">create</span> <span class="pre">user</span></code> rather than <code class="docutils literal notranslate"><span class="pre">user_create</span></code></p></li>
-<li><p>remove waiting for celery backend for <code class="docutils literal notranslate"><span class="pre">worker</span></code> and <code class="docutils literal notranslate"><span class="pre">flower</span></code> commands rather than <code class="docutils literal notranslate"><span class="pre">scheduler</span></code> and <code class="docutils literal notranslate"><span class="pre">celery</span></code> only</p></li>
-<li><p>remove deprecated <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">upgradedb</span></code> command from Airflow 1.10 in case upgrade is requested</p></li>
-<li><p>Add Python 3.9 support</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.2</dt><dd><ul>
-<li><p>No changes</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.1</dt><dd><ul>
-<li><p>Fix failure of lack of default commands (failed when no commands were passed)</p></li>
-<li><p>Added <code class="docutils literal notranslate"><span class="pre">_PIP_ADDITIONAL_REQUIREMENTS</span></code> development feature</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.1.0</dt><dd><ul>
-<li><p>Unset default <code class="docutils literal notranslate"><span class="pre">PIP_USER</span></code> variable - which caused PythonVirtualEnv to fail</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-</ul>
-</div>
-<div class="section" id="airflow-2-0">
-<h2>Airflow 2.0<a class="headerlink" href="#airflow-2-0" title="Permalink to this heading">¶</a></h2>
-<ul>
-<li><p>MySQL changed the keys to sign their packages on 17 Feb 2022. This caused all released images
-to fail when being extended. As result, on 18 Feb 2021 we re-released all
-the <code class="docutils literal notranslate"><span class="pre">2.2</span></code> and <code class="docutils literal notranslate"><span class="pre">2.1</span></code> images with latest versions of <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>
-containing the new signing key.</p>
-<p>There were no changes in the behaviour of 2.0.2 image due to that
-Detailed <a class="reference external" href="https://github.com/apache/airflow/issues/20911">issue here</a> .
-Only 2.0.2 image was regenerated, as 2.0.1 and 2.0.0 versions are hardly used and it is unlikely someone
-would like to extend those images. Extending 2.0.1 and 2.0.0 images will lead to failures of “missing key”.</p>
-</li>
-<li><dl class="simple">
-<dt>2.0.2</dt><dd><ul class="simple">
-<li><p>Set correct PYTHONPATH for <code class="docutils literal notranslate"><span class="pre">root</span></code> user. Allows to run the image as root</p></li>
-<li><p>Warn if the deprecated 5000 group ID was used for airflow user when running the image
-(should be 0 for the OpenShift compatibility). Fails if the group 5000 was used with any other user
-(it would not work anyway but with cryptic errors)</p></li>
-<li><p>Set umask as 002 by default, so that you can actually change the user id used to run the image
-(required for OpenShift compatibility)</p></li>
-<li><p>Skip checking the DB and celery backend if CONNECTION_CHECK_MAX_COUNT is equal to 0</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.0.1</dt><dd><ul class="simple">
-<li><p>Avoid reverse IP lookup when checking DB availability. This helped to solve long delays on misconfigured
-docker engines</p></li>
-<li><p>Add auto-detection of redis and amqp broker ports</p></li>
-<li><p>Fixed detection of all user/password combinations in URLs - helps in auto-detecting ports and testing
-connectivity</p></li>
-<li><p>Add possibility to create Admin user automatically when entering the image</p></li>
-<li><p>Automatically create system user when different user than <code class="docutils literal notranslate"><span class="pre">airflow</span></code> is used. Needed for OpenShift
-compatibility</p></li>
-<li><p>Allows to exec to <code class="docutils literal notranslate"><span class="pre">bash</span></code> or <code class="docutils literal notranslate"><span class="pre">python</span></code> if specified as parameters</p></li>
-<li><p>Remove <code class="docutils literal notranslate"><span class="pre">airflow</span></code> command if it is specified as first parameter of the <code class="docutils literal notranslate"><span class="pre">run</span></code> command</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>2.0.0</dt><dd><ul class="simple">
-<li><p>Initial release of the image based on Debian Buster</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-</ul>
-</div>
-<div class="section" id="changes-after-publishing-the-images">
-<h2>Changes after publishing the images<a class="headerlink" href="#changes-after-publishing-the-images" title="Permalink to this heading">¶</a></h2>
-<p>Occasionally our images need to be regenerated using newer <code class="docutils literal notranslate"><span class="pre">Dockerfiles</span></code> or constraints.
-This happens when an issue is found or a breaking change is released by our dependencies
-that invalidates the already released image, and regenerating the image makes it usable again.
-While we cannot assure 100% backwards compatibility when it happens, we at least document it
-here so that users affected can find the reason for the changes.</p>
-<table class="docutils align-default">
+ <div class="section" id="module-airflow.decorators.sensor">
+<span id="airflow-decorators-sensor"></span><h1><a class="reference internal" href="#module-airflow.decorators.sensor" title="airflow.decorators.sensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.decorators.sensor</span></code></a><a class="headerlink" href="#module-airflow.decorators.sensor" title="Permalink to this heading">¶</a></h1>
+<div class="section" id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this heading">¶</a></h2>
+<div class="section" id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
<colgroup>
-<col style="width: 9%" />
-<col style="width: 14%" />
-<col style="width: 28%" />
-<col style="width: 16%" />
-<col style="width: 32%" />
+<col style="width: 10%" />
+<col style="width: 90%" />
</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Date</p></th>
-<th class="head"><p>Affected images</p></th>
-<th class="head"><p>Potentially breaking change</p></th>
-<th class="head"><p>Reason</p></th>
-<th class="head"><p>Link to Pull Request / Issue</p></th>
-</tr>
-</thead>
<tbody>
-<tr class="row-even"><td><p>02 Aug 2024</p></td>
-<td><p>2.9.3</p></td>
-<td><ul class="simple">
-<li><p>The <code class="docutils literal notranslate"><span class="pre">apache-airflow-providers-fab</span></code>
-upgraded from 1.2.1 to 1.2.2</p></li>
-</ul>
-</td>
-<td><p>FAB provider logout
-did not work for 2.9.3</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/issues/40922">https://github.com/apache/airflow/issues/40922</a></p></td>
-</tr>
-<tr class="row-odd"><td><p>12 Mar 2024</p></td>
-<td><p>2.8.3</p></td>
-<td><ul class="simple">
-<li><p>The image was refreshed with new
-dependencies (pandas < 2.2 and
-SMTP provider 1.6.1</p></li>
-</ul>
-</td>
-<td><p>Both dependencies
-caused breaking
-changes</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/pull/37748">https://github.com/apache/airflow/pull/37748</a>
-<a class="reference external" href="https://github.com/apache/airflow/pull/37701">https://github.com/apache/airflow/pull/37701</a></p></td>
-</tr>
-<tr class="row-even"><td><p>16 Dec 2023</p></td>
-<td><p>All 2..*</p></td>
-<td><ul class="simple">
-<li><p>The AIRFLOW_GID 500 was removed</p></li>
-<li><p>MySQL <code class="docutils literal notranslate"><span class="pre">apt</span></code> repository key changed.</p></li>
-</ul>
-</td>
-<td><p>MySQL repository is
-removed after the
-key expiry fiasco</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/issues/36231">https://github.com/apache/airflow/issues/36231</a></p></td>
-</tr>
-<tr class="row-odd"><td><p>17 June 2022</p></td>
-<td><p>2.2.5</p>
-<p>2.3.0-2.3.2</p>
-</td>
-<td><ul class="simple">
-<li><p>The <code class="docutils literal notranslate"><span class="pre">Authlib</span></code> library downgraded
-from 1.0.1 to 0.15.5 version</p></li>
-</ul>
-</td>
-<td><p>Flask App Builder
-not compatible with
-Authlib >= 1.0.0</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/pull/24516">https://github.com/apache/airflow/pull/24516</a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.sensor.DecoratedSensorOperator" title="airflow.decorators.sensor.DecoratedSensorOperator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DecoratedSensorOperator</span></code></a></p></td>
+<td><p>Wraps a Python callable and captures args/kwargs when called for execution.</p></td>
</tr>
-<tr class="row-even"><td><p>18 Jan 2022</p></td>
-<td><p>All 2.2.*, 2.1.*</p></td>
-<td><ul class="simple">
-<li><p>The AIRFLOW_GID 500 was removed</p></li>
-<li><p>MySQL <code class="docutils literal notranslate"><span class="pre">apt</span></code> repository key changed.</p></li>
-</ul>
-</td>
-<td><p>MySQL changed keys
-to sign their packages
-on 17 Jan 2022</p></td>
-<td><p><a class="reference external" href="https://github.com/apache/airflow/pull/20912">https://github.com/apache/airflow/pull/20912</a></p></td>
+</tbody>
+</table>
+</div>
+<div class="section" id="functions">
+<h3>Functions<a class="headerlink" href="#functions" title="Permalink to this heading">¶</a></h3>
+<table class="autosummary longtable docutils align-default">
+<colgroup>
+<col style="width: 10%" />
+<col style="width: 90%" />
+</colgroup>
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#airflow.decorators.sensor.sensor_task" title="airflow.decorators.sensor.sensor_task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sensor_task</span></code></a>([python_callable])</p></td>
+<td><p>Wrap a function into an Airflow operator.</p></td>
</tr>
</tbody>
</table>
+<dl class="py class">
+<dt class="sig sig-object py" id="airflow.decorators.sensor.DecoratedSensorOperator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">airflow.decorators.sensor.</span></span><span class="sig-name descname"><span class="pre">DecoratedSensorOperator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task_id</span></span></em>, <em class="sig-param"><span class [...]
+<dd><p>Bases: <a class="reference internal" href="../../sensors/python/index.html#airflow.sensors.python.PythonSensor" title="airflow.sensors.python.PythonSensor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">airflow.sensors.python.PythonSensor</span></code></a></p>
+<p>Wraps a Python callable and captures args/kwargs when called for execution.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>python_callable</strong> – A reference to an object that is callable</p></li>
+<li><p><strong>task_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – task Id</p></li>
+<li><p><strong>op_args</strong> – a list of positional arguments that will get unpacked when
+calling your callable (templated)</p></li>
+<li><p><strong>op_kwargs</strong> – a dictionary of keyword arguments that will get unpacked
+in your function (templated)</p></li>
+<li><p><strong>kwargs_to_upstream</strong> – For certain operators, we might need to upstream certain arguments
+that would otherwise be absorbed by the DecoratedOperator (for example python_callable for the
+PythonOperator). This gives a user the option to upstream kwargs as needed.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="airflow.decorators.sensor.DecoratedSensorOperator.template_fields">
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