id stringlengths 15 25 | source stringclasses 1
value | chunk_index int64 0 393k | token_count int32 449 512 | content stringlengths 203 7.95k |
|---|---|---|---|---|
combine_chunk_800 | combine.txt | 800 | 512 | from your checks
task to ``@task.llm`` with a ``Finding`` list as ``output_type``, then
``LLMBranchOperator`` to page, file a ticket, or ignore.
* **Daily incident digest.** Fetch alerts for the data interval, one ``@task.llm`` summary
per service with ``.expand()``, one synthesis call, ``ApprovalOperator`` befo... |
combine_chunk_801 | combine.txt | 801 | 512 | questions over PDFs <ask_questions_over_pdfs>
Weekly status report <weekly_status_report>
Classify reviews in bulk <classify_reviews_in_bulk>
Research agent with review <research_agent_with_review>
Refine a draft within a budget <refine_a_draft_within_a_budget>
<|file|>airflow/providers/common/ai/docs... |
combine_chunk_802 | combine.txt | 802 | 512 | HttpOperator`` and ``SmtpHook`` from the ``http`` and ``smtp`` providers do the
download and delivery.
Run it
------
1. Install the provider with the SQL extra, plus the HTTP and SMTP providers:
.. code-block:: bash
pip install "apache-airflow-providers-common-ai[openai,sql]" \
"apache-airflo... |
combine_chunk_803 | combine.txt | 803 | 512 | file, and
replace ``SURVEY_SCHEMA`` with a description of its columns; that description is what
the model writes SQL against.
* Change ``SCHEDULED_PROMPT`` to the question the report answers.
* Swap the local-file ``DataSourceConfig`` for a warehouse connection when the data
lives in a database rather than a fil... |
combine_chunk_804 | combine.txt | 804 | 512 | viders-standard:operators/hitl` -- ``HITLEntryOperator`` to edit
the question, ``ApprovalOperator`` to sign off the report.
* :doc:`../toolsets/langchain` -- the reverse direction, giving a LangChain agent tools
built from Airflow connections.
Run it
------
1. Install the LangChain extra and the packages the tool... |
combine_chunk_805 | combine.txt | 805 | 512 | ASF) under one
or more contributor license agreements. See the NOTICE file
distributed with this work for additional information
regarding copyright ownership. The ASF licenses this file
to you under the Apache License, Version 2.0 (the
"License"); you may not use this file except in compliance
... |
combine_chunk_806 | combine.txt | 806 | 512 | .
Run it
------
1. Install the provider with the LlamaIndex extra (or ``langchain`` for the other
variant):
.. code-block:: bash
pip install "apache-airflow-providers-common-ai[openai,llamaindex]"
2. Create a ``llamaindex`` connection named ``llamaindex_default`` for embedding and
retrieval (see :d... |
combine_chunk_807 | combine.txt | 807 | 512 | python
:start-after: [START example_llamaindex_10k_analysis]
:end-before: [END example_llamaindex_10k_analysis]
Decomposition is the step to notice: the model returns a list and the Dag maps retrieval
over it, so the model decides at runtime how many tasks run, each with its own log and
retries.
Adapting it
... |
combine_chunk_808 | combine.txt | 808 | 512 | someone than to rerun a task.
What this demonstrates
----------------------
* :doc:`../operators/llm_branch` -- ``LLMBranchOperator`` picks one downstream task id.
* :doc:`../decision_models` -- a decision model, so the gate has a confidence to read.
* :doc:`../approval_gates` -- ``on_uncertain="review"`` routes low... |
combine_chunk_809 | combine.txt | 809 | 512 | un`` clears the failed task instance through
the REST API, ``page_oncall`` posts to your alerting provider.
* Tune ``min_confidence`` per branch. A wrong page costs more than an extra rerun, so
``page_oncall`` demands more certainty.
* To decide retry versus fail inside Airflow's retry loop, see :doc:`../retry_poli... |
combine_chunk_810 | combine.txt | 810 | 512 | 1. Install the provider with the OpenAI extra. Change ``model_id`` to run the same batch
on Anthropic:
.. code-block:: bash
pip install "apache-airflow-providers-common-ai[openai]"
2. Change ``RESULT_ROOT`` in the file to a bucket you can write to, with an object storage
connection for it.
3. Trigge... |
combine_chunk_811 | combine.txt | 811 | 512 | ai/docs/use_cases/weekly_status_report.rst
.. Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE file
distributed with this work for additional information
regarding copyright ownership. The ASF licenses this file
to you under the Apache ... |
combine_chunk_812 | combine.txt | 812 | 512 | ------
1. Install the provider. The agent variant also needs the skills extra:
.. code-block:: bash
pip install "apache-airflow-providers-common-ai[openai,skills]"
2. Optionally set ``GITHUB_TOKEN`` in the environment. Without it the Dag paces itself
to the unauthenticated rate limit and takes longer.
... |
combine_chunk_813 | combine.txt | 813 | 512 | :language: python
:start-after: [START aip_tracker_skills_operator]
:end-before: [END aip_tracker_skills_operator]
Use the pipeline when every step must be auditable. Use the agent when a fixed task graph
would only re-encode what the model can work out from the skill.
Adapting it
-----------
* Replace the ... |
combine_chunk_814 | combine.txt | 814 | 512 | * :doc:`../structured_output` -- ``output_type=TicketAnalysis`` gives the downstream task
a Pydantic instance, not a string to parse.
* :doc:`apache-airflow:authoring-and-scheduling/dynamic-task-mapping` -- ``.expand()``
fans one model call out per ticket.
Run it
------
1. Install the provider with the extra for ... |
combine_chunk_815 | combine.txt | 815 | 512 |
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific language governing permissions and limitations
under the License.
Ask questions over a growing PDF corpus
=======================================
A folder of quarterly reports kee... |
combine_chunk_816 | combine.txt | 816 | 512 | .py
:language: python
:start-after: [START howto_llamaindex_index_dag]
:end-before: [END howto_llamaindex_index_dag]
The query Dag
-------------
.. exampleinclude:: /../../ai/src/airflow/providers/common/ai/example_dags/example_llamaindex_rag.py
:language: python
:start-after: [START howto_llamain... |
combine_chunk_817 | combine.txt | 817 | 512 | at
.. http://www.apache.org/licenses/LICENSE-2.0
.. Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific lang... |
combine_chunk_818 | combine.txt | 818 | 512 | quet landing zone; see
:doc:`../operators/llm_schema_compare`.
* Replace the ``run_etl`` placeholder with your load task and ``notify_team`` with a
Slack or email notifier.
* Add an :doc:`../approval_gates` step before ``run_etl`` when a compatible-but-changed
schema should still get a human's confirmation.
* Set... |
combine_chunk_819 | combine.txt | 819 | 512 | the connection,
or use a vendor connection type (:doc:`connections/pydantic_ai_azure`,
:doc:`connections/pydantic_ai_bedrock`, :doc:`connections/pydantic_ai_vertex`), which
supply their own platform.
``Connection '...' sets 'model_provider' to '...', which is not a provider pydantic-ai recognizes``
Th... |
combine_chunk_820 | combine.txt | 820 | 512 | field on the primary connection or ``model_id`` on the operator. A model
taken from an agent spec file cannot be wrapped in a fallback chain. See
:doc:`provider_fallback`.
``Fallback connection '...' resolves to ..., which is not a PydanticAIHook``
Every entry in ``fallback_conn_ids`` must be one of the `... |
combine_chunk_821 | combine.txt | 821 | 512 | connections get <conn_id> -o json # confirm conn_type is 'pydanticai-azure'
airflow connections delete <conn_id>
airflow connections add <conn_id> --conn-type pydanticai_azure ...
In the UI, edit the connection and re-pick its type.
Operator construction errors
----------------------------
Th... |
combine_chunk_822 | combine.txt | 822 | 512 | , id=...)``. See :ref:`durable-toolset-ids`.
``durable=True needs a unique id on each toolset, but more than one toolset has the id 'orders'``
Two different toolset objects share an id, or two functions that build toolsets share
a module and qualified name (two lambdas in one Dag file), so durable replay could... |
combine_chunk_823 | combine.txt | 823 | 512 | , because it is not JSON-serializable``
A tool returned a value that cannot be encoded as JSON, such as an object with no JSON
form or a dataclass holding bytes that are not UTF-8 text. It would fail the same way
on every attempt, so the task fails without retrying. Return text, numbers, bytes,
lists, d... |
combine_chunk_824 | combine.txt | 824 | 512 | it sits among the others.
Still stuck
-----------
Every operator logs a post-run summary with the model name, token usage and the tool
call sequence, and ``AgentOperator`` logs each tool call as it happens. Turn the task
log level to ``DEBUG`` to see tool arguments and the model output. :doc:`observability`
covers e... |
combine_chunk_825 | combine.txt | 825 | 512 | =True`` on ``AgentOperator``:
.. exampleinclude:: /../../ai/src/airflow/providers/common/ai/example_dags/example_agent_durable.py
:language: python
:start-after: [START howto_operator_agent_durable]
:end-before: [END howto_operator_agent_durable]
The same flag works on ``@task.agent``:
.. exampleinclude:... |
combine_chunk_826 | combine.txt | 826 | 512 | _agent_durable_toolsets_without_id]
A tool call of a ``FunctionToolset`` without an id is recorded under the tool's name
alone, ``durable_order_status__function_toolset.call_tool:get_order`` above, so a retry
of the same agent finds the calls the failed attempt recorded. A function that builds a
toolset, such as ``car... |
combine_chunk_827 | combine.txt | 827 | 512 | , and so are two functions with the same qualified name, such as two
lambdas in one Dag file:
.. code-block:: text
ValueError: durable=True needs a unique id on each toolset, but more than one toolset has the id 'orders_dag_lambdas.<lambda>': durable replay records each tool call under its toolset's id, so a retr... |
combine_chunk_828 | combine.txt | 828 | 512 | . Deleting the journal is
one call per entry; before 3.3 it rewrites the journal file instead, or removes it once
nothing is left in it.
On **Airflow before 3.3** the journal is a JSON file on ObjectStorage, and the location
must be set:
.. code-block:: ini
[common.ai]
# Local filesystem, suitable for develo... |
combine_chunk_829 | combine.txt | 829 | 512 | call.
When a run fails, the journal notes where. The retry runs the step that failed again,
and runs live everything the failed attempt did after it, such as the error handling of
other capabilities. Tool calls already running alongside the failed one still replay. A
step that raised and that the run recovered from, ... |
combine_chunk_830 | combine.txt | 830 | 512 | model is asked again. The
attempt that failed the second time logs:
.. code-block:: text
Durable: the same tool call failed on consecutive attempts; a retry asks the model again from the request that chose it position=1 step=slogan_agent__function_toolset__marketing.call_tool:publish_slogan attempts=2
The model... |
combine_chunk_831 | combine.txt | 831 | 512 | ed on its own, and one a tool started is replayed under that tool
call. The journal is deleted when the task succeeds, including any steps an earlier
attempt recorded beyond where the last one went.
In a plain ``@task``, which has no such moment, the capability deletes a run's journal
as soon as that run succeeds: afte... |
combine_chunk_832 | combine.txt | 832 | 512 | would render through an iterator, since rendering would consume it. A
parameter annotated ``Iterable[...]`` is the usual case: pydantic validates it lazily,
and reading it to hash it would consume input the tool has not read yet. Tool
arguments are rendered from copies, so fingerprinting never changes what the t... |
combine_chunk_833 | combine.txt | 833 | 512 | the first call out of place and every step after it run live. A call
never gets the result recorded for another one.
The snippet's own code is not recorded. Whatever it does outside a tool call happens again
on the retry, such as writing to a directory shared through ``mount`` or calling an
``os_access`` handler, and... |
combine_chunk_834 | combine.txt | 834 | 512 |
pydantic-ai ``run_id``: the task instance id on Airflow 3, which changes on every retry. With ``durable=True`` every attempt keeps the **first**
attempt's id, and so does the run's ``conversation_id`` when there is no
``message_history``. Capabilities that key their own state on these ids, such as
pydantic-ai-harness ... |
combine_chunk_835 | combine.txt | 835 | 512 |
state; "Retries resume, clearing starts over" in
:ref:`apache-airflow:concepts-resumable-tasks` lists the other ways of clearing and which
of them keep it.
Before Airflow 3.4 no clear deletes the journal (the task state store on 3.3, the file
under ``durable_cache_path`` earlier), so a cleared task replays.
A task t... |
combine_chunk_836 | combine.txt | 836 | 512 | instead. A result the journal cannot encode,
such as an object with no JSON form, fails the task with ``DurableJournalError`` and no
retry, since it would fail the same way every time. A write the storage refuses or
fails does not fail the task: the task log names the step, and a retry runs it again.
.. _durable-tool... |
combine_chunk_837 | combine.txt | 837 | 512 | Toolset
- How to opt a tool out
* - ``FunctionToolset``, tools passed to the agent
- ``metadata={"airflow": False}`` on the tool, or ``SetToolMetadata``.
* - ``SQLToolset``, ``HookToolset``, the provider's ``MCPToolset``, and any other toolset
- ``SetToolMetadata``. On a toolset built on ``Airflow... |
combine_chunk_838 | combine.txt | 838 | 512 | =True`` combinations the operator rejects.
<|file|>airflow/providers/common/ai/docs/features.rst
.. Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE file
distributed with this work for additional information
regarding copyright ownership. ... |
combine_chunk_839 | combine.txt | 839 | 512 | and checks it, without running it.
- ``sql``; for files, ``apache-airflow-providers-common-sql[datafusion]``
* - :doc:`@task.llm_file_analysis <operators/llm_file_analysis>`
- Sends files from object storage, including images and PDFs, to the model with a
prompt.
- ``parquet`` or ``avro`` for ... |
combine_chunk_840 | combine.txt | 840 | 512 | dex>`
- Builds LlamaIndex language and embedding models from a connection.
- ``llamaindex``, and install the vendor's package for vendors other than OpenAI
Give an agent tools
-------------------
:doc:`toolsets/index` compares what each toolset reaches and how you limit it;
:doc:`agent_security` covers what... |
combine_chunk_841 | combine.txt | 841 | 512 | an agent on Bedrock AgentCore or Vertex AI Agent Engine.
- The Amazon or Google provider's ``common.ai`` extra
* - :doc:`Progressive tool disclosure <toolsets/progressive_disclosure>`
- Hides a toolset's tools from the model until it searches for them, with
``.defer_loading()`` on any toolset.
... |
combine_chunk_842 | combine.txt | 842 | 512 | on Anthropic, and on the
Bedrock and OpenRouter models that support it, so later requests pay less for it;
OpenAI and Gemini cache on their own. On by default.
- None
Put a Human in the loop
------------------------
.. list-table::
:header-rows: 1
:widths: 28 52 20
* - Feature
- Wha... |
combine_chunk_843 | combine.txt | 843 | 512 | error.
- None
Bring your own agent
--------------------
The Strands, ADK, Anthropic SDK, OpenAI Agents SDK, Claude Agent SDK and other-framework
routes get every toolset except
``MCPToolset`` and ``AgentSkillsToolset``.
.. list-table::
:header-rows: 1
:widths: 28 52 20
* - Feature
- What it does... |
combine_chunk_844 | combine.txt | 844 | 512 | 28 52 20
* - Feature
- What it does
- Extra
* - :doc:`Tracing <observability>`
- Exports model and tool calls as OpenTelemetry spans.
- None
* - :ref:`AI Model tab <howto/observability:model-tab>`
- Shows the model on the task instance page of ``@task.agent`` and every ``@task.llm*``
... |
combine_chunk_845 | combine.txt | 845 | 512 | the requirements table on the :doc:`landing page <index>`.
Choosing extras
---------------
The provider's extras split into a few groups:
* **Model providers** (``openai``, ``anthropic``, ``google``, ``bedrock``, ``typesafe``):
pick the one matching your ``llm_conn_id`` connection (:doc:`model_providers` maps
ve... |
combine_chunk_846 | combine.txt | 846 | 512 | * - Feature
- Needs
* - The ``skills`` and ``git`` extras (``apache-airflow-providers-git`` needs Airflow 3)
- Airflow 3.0
* - The ``modal`` extra and the Modal sandbox backend (``apache-airflow-providers-modal``
needs Airflow 3)
- Airflow 3.0
* - :doc:`Approval gates <approval_gates>`... |
combine_chunk_847 | combine.txt | 847 | 512 | ; the provider's own imports stay the same.
* Install Airflow with its constraints file as usual, then add the provider without it. The
Airflow 2.11 constraints pin ``apache-airflow-providers-common-compat`` and
``apache-airflow-providers-common-sql`` to releases older than this provider needs.
Installing Airflow... |
combine_chunk_848 | combine.txt | 848 | 512 | dev/breeze/src/airflow_breeze/templates`` DIRECTORY
Package ``apache-airflow-providers-akeyless``
Release: ``0.3.2``
`Akeyless <https://www.akeyless.io/>`__ Vault Platform provider for Apache Airflow.
Provides a Hook, Connection type, and Secrets Backend for managing static secrets,
dynamic secrets, rotated secrets... |
combine_chunk_849 | combine.txt | 849 | 512 | .org/licenses/LICENSE-2.0
.. Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific language governing permissions a... |
combine_chunk_850 | combine.txt | 850 | 512 | Requirements
------------
The minimum Apache Airflow version supported by this provider distribution is ``2.11.0``.
========================================== ==================
PIP package Version required
========================================== ==================
``apache-airflo... |
combine_chunk_851 | combine.txt | 851 | 512 | distributed with this work for additional information
regarding copyright ownership. The ASF licenses this file
to you under the Apache License, Version 2.0 (the
"License"); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
.. http://www.apac... |
combine_chunk_852 | combine.txt | 852 | 512 | the License for the
specific language governing permissions and limitations
under the License.
.. include:: /../../../devel-common/src/sphinx_exts/includes/installing-providers-from-sources.rst
<|file|>airflow/providers/akeyless/docs/connections.rst
.. Licensed to the Apache Software Foundation (ASF) under o... |
combine_chunk_853 | combine.txt | 853 | 512 | * - ``jwt``
- Raw JWT token (for ``jwt`` auth).
* - ``k8s_auth_config_name``
- Kubernetes Auth Config name (for ``k8s`` auth).
* - ``certificate_data``
- PEM-encoded client certificate (for ``certificate`` auth).
* - ``private_key_data``
- PEM-encoded private ke... |
combine_chunk_854 | combine.txt | 854 | 512 | (the
"License"); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
.. http://www.apache.org/licenses/LICENSE-2.0
.. Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS... |
combine_chunk_855 | combine.txt | 855 | 512 | "postgresql://user:password@host:5432/dbname"}
**JSON dict with individual fields:**
.. code-block:: json
{
"conn_type": "postgres",
"host": "db.example.com",
"login": "admin",
"password": "secret",
"schema": "mydb",
"port": 5432
}
Authentication Methods
----... |
combine_chunk_856 | combine.txt | 856 | 512 | less.io", "access_id": "p-xxxxxxxxx", "access_type": "aws_iam"}``
3. Ensure the MWAA VPC has outbound HTTPS access to your Akeyless API
endpoint (``api.akeyless.io`` or your Akeyless Gateway).
4. Create an Akeyless ``aws_iam`` Auth Method associated with the MWAA
execution role ARN.
Using with Google Managed S... |
combine_chunk_857 | combine.txt | 857 | 512 | azure_object_id``
-
- Azure AD Object ID (only for ``azure_ad`` auth).
* - ``token_ttl``
- ``600``
- Seconds to cache the API token before re-authenticating.
<|file|>airflow/providers/ibm/db2/README.rst
.. Licensed to the Apache Software Foundation (ASF) under one
or more contributor license... |
combine_chunk_858 | combine.txt | 858 | 512 | required
========================================== ==========================================
``apache-airflow`` ``>=2.11.0``
``apache-airflow-providers-common-compat`` ``>=1.12.0``
``apache-airflow-providers-common-sql`` ``>=1.32.0``
``ibm-db`` ``>=3.2.... |
combine_chunk_859 | combine.txt | 859 | 512 | <_api/airflow/providers/ibm/db2/index>
Dialects <dialects>
.. toctree::
:hidden:
:maxdepth: 1
:caption: System tests
System Tests <_api/tests/system/ibm/db2/index>
.. toctree::
:hidden:
:maxdepth: 1
:caption: Resources
PyPI Repository <https://pypi.org/project/apache-airflow-pro... |
combine_chunk_860 | combine.txt | 860 | 512 | libraries that enable additional features of the provider.
Install them when installing from PyPI. For example:
.. code-block:: bash
pip install apache-airflow-providers-ibm-db2[openlineage]
=============== ========================================
Extra Dependencies
=============== ===============... |
combine_chunk_861 | combine.txt | 861 | 512 | on an
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific language governing permissions and limitations
under the License.
.. NOTE! THIS FILE IS AUTOMATICALLY GENERATED AND WILL BE OVERWRITTEN!
.. IF YOU WANT TO MODIFY THIS FILE... |
combine_chunk_862 | combine.txt | 862 | 512 | "); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
.. http://www.apache.org/licenses/LICENSE-2.0
.. Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS" BASIS, WITHOUT W... |
combine_chunk_863 | combine.txt | 863 | 512 | "License"); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
.. http://www.apache.org/licenses/LICENSE-2.0
.. Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS" BASIS, ... |
combine_chunk_864 | combine.txt | 864 | 512 | the insert SQL statement for the target database.
- ``generate_replace_sql`` generates the upsert SQL statement for the target database.
The IBM Db2 provider includes a specialized dialect:
- ``db2`` :class:`~airflow.providers.ibm.db2.dialects.db2.Db2Dialect` specialized for IBM Db2;
The dialect to be used will be ... |
combine_chunk_865 | combine.txt | 865 | 512 | CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific language governing permissions and limitations
under the License.
.. NOTE! THIS FILE IS AUTOMATICALLY GENERATED AND WILL BE OVERWRITTEN!
.. IF YOU WANT TO MODIFY TEMPLATE FOR THIS FILE, YOU SHOULD MODIFY THE TEMPLATE
``P... |
combine_chunk_866 | combine.txt | 866 | 512 | airflow.apache.org/docs/apache-airflow-providers-common-messaging>`_ ``common.messaging``
======================================================================================================================== ====================
Optional dependencies
----------------------
==================== =================... |
combine_chunk_867 | combine.txt | 867 | 512 | Repository <https://pypi.org/project/apache-airflow-providers-ibm-mq/>
Example Dags <https://github.com/apache/airflow/tree/providers-ibm-mq/|version|/providers/ibm/mq/tests/system/ibm/mq>
Installing from sources <installing-providers-from-sources>
.. toctree::
:hidden:
:maxdepth: 1
:caption: Guid... |
combine_chunk_868 | combine.txt | 868 | 512 | package Extra
======================================================================================================================== ====================
`apache-airflow-providers-common-messaging <https://airflo... |
combine_chunk_869 | combine.txt | 869 | 512 | file
distributed with this work for additional information
regarding copyright ownership. The ASF licenses this file
to you under the Apache License, Version 2.0 (the
"License"); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
.. http:/... |
combine_chunk_870 | combine.txt | 870 | 512 | angelog just below the "Changelog" header when there are some breaking changes
and you want to add an explanation to the users on how they are supposed to deal with them.
The changelog is updated and maintained semi-automatically by release manager.
IBM MQ Message Queue
====================
.. contents::
:l... |
combine_chunk_871 | combine.txt | 871 | 512 |
:start-after: [START howto_trigger_message_queue]
:end-before: [END howto_trigger_message_queue]
How it works
------------
1. **IBM MQ Message Queue Trigger**
The ``AwaitMessageTrigger`` listens for messages from an IBM MQ queue. It
uses a non-transactional MQ get, so the integration is at-most-once r... |
combine_chunk_872 | combine.txt | 872 | 512 | Version 2.0 (the
"License"); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
.. http://www.apache.org/licenses/LICENSE-2.0
.. Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on a... |
combine_chunk_873 | combine.txt | 873 | 512 | software distributed under the License is distributed on an
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific language governing permissions and limitations
under the License.
.. NOTE! THIS FILE IS AUTOMATICALLY GENERATED AND WILL BE ... |
combine_chunk_874 | combine.txt | 874 | 512 | 1.15.0``
``pydantic`` ``>=2.11.0``
``retryhttp`` ``>=1.4.0``
``aiofiles`` ``>=23.2.0``
``aiohttp`` ``>=3.14.0``
========================================== ===================
The changelog for t... |
combine_chunk_875 | combine.txt | 875 | 512 | SECTION, INSTEAD RE-RUN doctoc TO UPDATE -->
**Table of Contents** *generated with [DocToc](https://github.com/thlorenz/doctoc)*
- [Edge](#edge-provider-ui-plugin)
- [Development](#development)
- [Best Practices](#best-practices)
- [Troubleshooting](#troubleshooting)
<!-- END doctoc generated TOC please keep ... |
combine_chunk_876 | combine.txt | 876 | 512 | .config.ts`
3. **Build Output**: Adjust library configuration in `vite.config.ts`
### Package Configuration
The `package.json` is configured with:
- `main` and `module` pointing to the built library
- `types` pointing to generated declaration files
- `exports` for modern import/export support
- `files` array specify... |
combine_chunk_877 | combine.txt | 877 | 512 | "License"); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS" BASIS, WITHOUT WARRANT... |
combine_chunk_878 | combine.txt | 878 | 512 | .. http://www.apache.org/licenses/LICENSE-2.0
.. Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific language ... |
combine_chunk_879 | combine.txt | 879 | 512 | ate with the central Airflow site via HTTPS.
In the central Airflow site the EdgeExecutor is used to orchestrate the work. The EdgeExecutor
is a custom executor which is used to schedule tasks on the edge workers. The EdgeExecutor can co-exist
with other executors (for example CeleryExecutor or KubernetesExecutor) in ... |
combine_chunk_880 | combine.txt | 880 | 512 | 3-5.1.1-py3-none-any.whl>`_ (`asc <https://downloads.apache.org/airflow/providers/apache_airflow_providers_edge3-5.1.1-py3-none-any.whl.asc>`__, `sha512 <https://downloads.apache.org/airflow/providers/apache_airflow_providers_edge3-5.1.1-py3-none-any.whl.sha512>`__)
<|file|>airflow/providers/edge3/docs/commits.rst
.... |
combine_chunk_881 | combine.txt | 881 | 512 | Executor) in the same Airflow site.
Additional REST API endpoints are provided to distribute tasks and manage the edge workers. The endpoints
are provided by the API server.
This is detailed commit list of changes for versions provider package: ``edge3``.
For high-level changelog, see :doc:`package information inclu... |
combine_chunk_882 | combine.txt | 882 | 512 | Install Edge provider using the Airflow constraints as of your Airflow version via
``pip install apache-airflow-providers-edge3 --constraint https://raw.githubusercontent.com/apache/airflow/constraints-2.10.5/constraints-3.12.txt``.
6. Create a new folder ``dags`` in ``C:\Airflow`` and copy the relevant Dag files i... |
combine_chunk_883 | combine.txt | 883 | 512 | you might consider changing the config ``AIRFLOW__LOGGING__LOG_FILENAME_TEMPLATE`` to avoid the colon.
For example you could add the Jinja2 template replacement ``| replace(":", "-")`` to use other characters.
Note that the log filename template is resolved on server side and not on the worker side. So you need ... |
combine_chunk_884 | combine.txt | 884 | 512 | es ID | Edge3 Version | Description |
+=========================+==================+=================+==========================================================+
| ``cd96a0a0e458`` (head) | ``d5a2f8b41c07`` | ``5.2.0`` | Change edge_job.command to unbounded tex... |
combine_chunk_885 | combine.txt | 885 | 512 | spelling:word-list::
branchpoint
mergepoint
<|file|>airflow/providers/edge3/docs/edge_executor.rst
.. Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE file
distributed with this work for additional information
regarding copyright o... |
combine_chunk_886 | combine.txt | 886 | 512 | (e.g. ``airflow edge worker -q remote,wisconsin_site``).
This worker will then only pick up tasks wired to the specified queue(s).
If the ``queue`` attribute is not given then a worker will pick tasks from all queues.
This can be useful if you need specialized workers, either from a
resource perspective (for say very... |
combine_chunk_887 | combine.txt | 887 | 512 | :**
.. code-block:: bash
airflow edge worker --team-name team_a -q queue1,queue2
When ``--team-name`` is omitted, the worker operates as a default-team worker — the
same behavior as a single-team deployment. Existing workers continue to work without
any changes.
.. note::
``--team-name`` is an experimental... |
combine_chunk_888 | combine.txt | 888 | 512 | reduce number of tasks running in parallel.
The value can be used to block other tasks from being executed in parallel on the same worker.
A ``pool_slots`` of 2 and a ``worker_concurrency`` of 3 means
that a worker which executes this task can only execute a job with a ``pool_slots`` of 1 in parallel.
If no ``pool_slo... |
combine_chunk_889 | combine.txt | 889 | 512 | via ``BaseExecutor.run_workload`` (or the
``airflow.sdk.execution_time.execute_workload`` entrypoint when using the subprocess path).
.. note::
This feature is only active on Airflow 3.3 or newer. On earlier Airflow versions
the EdgeExecutor only handles ``ExecuteTask`` workloads and any
``ExecuteCallbac... |
combine_chunk_890 | combine.txt | 890 | 512 | metrics export, either
(1) upgrade Airflow to 3.3+, or (2) downgrade to Edge provider <= 3.5.0 with the workaround above.
<|file|>airflow/providers/edge3/docs/database-erd-ref.rst
.. Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE file
distri... |
combine_chunk_891 | combine.txt | 891 | 512 | .org/licenses/LICENSE-2.0
.. Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific language governing permissions a... |
combine_chunk_892 | combine.txt | 892 | 512 | .. note::
Airflow 3.0 does not support UI plugins. The UI plugin is only available in Airflow 3.1 and newer.
Alternatively you can use the CLI commands as described in :ref:`deployment:maintenance-mgmt-cli`.
The Edge provider adds a web UI plugin to the Airflow web UI. The plugin is
made to be able to see job... |
combine_chunk_893 | combine.txt | 893 | 512 | that role or give those
users a custom role without it.
Finer-grained separation of read and management permissions for Edge workers is not implemented;
it is listed under :doc:`architecture` as a known missing feature.
Note that maintenance mode can also be adjusted via CLI.
See :ref:`deployment:mainten... |
combine_chunk_894 | combine.txt | 894 | 512 | ) - Execute the assigned tasks - most standard setup has local or centralized workers, e.g. via Celery
* **Edge Workers** - Special workers which pull tasks via HTTP(s) as provided as feature via this provider package
* **Scheduler** - Responsible for adding the necessary tasks to the queue. The EdgeExecutor is running... |
combine_chunk_895 | combine.txt | 895 | 512 | done automatically when the provider package is deployed.
* **Edge Worker** - The Edge Worker is a lightweight process that runs on the edge device. It is responsible for
pulling tasks from the API server and executing them. The Edge Worker is a standalone process that can be
deployed on any machine that has acces... |
combine_chunk_896 | combine.txt | 896 | 512 | if running tasks > 0"];
MAINTENANCE_EXIT->IDLE[label="if running tasks = 0"];
IDLE->OFFLINE[label="on clean shutdown"];
RUNNING->TERMINATING[label="on clean shutdown if running tasks > 0"];
TERMINATING->OFFLINE[label="on clean shutdown if running tasks = 0"];
}
See also :py:class:`airflow.pr... |
combine_chunk_897 | combine.txt | 897 | 512 | this work for additional information
regarding copyright ownership. The ASF licenses this file
to you under the Apache License, Version 2.0 (the
"License"); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
.. http://www.apache.org/licenses/L... |
combine_chunk_898 | combine.txt | 898 | 512 | direct and stable
TCP connection to the edge devices.
Target of the Edge Worker is to have a lean setup that allows task execution on edge devices
with only (outbound) HTTPS access. Edge Workers will be able connect, pull and execute tasks
with a simple deployment.
.. image:: img/distributed_architecture.svg
:alt... |
combine_chunk_899 | combine.txt | 899 | 512 | language governing permissions and limitations
under the License.
.. include:: /../../../devel-common/src/sphinx_exts/includes/security.rst
<|file|>airflow/providers/edge3/docs/cli-ref.rst
.. Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE f... |
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