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AIP-72: Handling skipped tasks in task_sdk #44786
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9 tasks
ashb
reviewed
Dec 9, 2024
ashb
reviewed
Dec 9, 2024
ashb
reviewed
Dec 9, 2024
This was referenced Dec 10, 2024
ashb
approved these changes
Dec 10, 2024
This one is pretty straight forward. Merging it |
kaxil
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to astronomer/airflow
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Dec 10, 2024
closes: apache#44805 Dependent on apache#44786 Every time when we port the different TI state handling in the task runner, it is usually followed by an integration test of sorts to test the end to end flow of whether that state is testable or not. For example: 1. For skipped state, we use the DAG https://github.com/apache/airflow/pull/44786/files#diff-cabbddd33130ce1a769412f5fc55dd23e4af4d0fa75f8981689daae769e0680dR1 and we test using the UT in task runner: https://github.com/apache/airflow/pull/44786/files#diff-413c3c59636a3c7b41b8bb822827d18a959778d0b6331532e0db175c829dbfd2R141-R161 2. For deferred state, we use the DAG: https://github.com/apache/airflow/pull/44241/files#diff-2152ed5392424771e27a69173b3c18caae717939719df8f5dbbbdfee5f9efd9bR1 and test it using UT in task runner: https://github.com/apache/airflow/pull/44241/files#diff-413c3c59636a3c7b41b8bb822827d18a959778d0b6331532e0db175c829dbfd2R93-R127 Due to this, when new ti states are added or tests for that matter, it eventually leads to a huge folder with DAGs under `task_sdk/tests/dags` which could soon get ever growing and unmanageable. The solution is in two parts: 1. The first part would be the ability to create dynamic or in line dags which has been implemented using a DAGFactory kind of function: ``` def get_inline_dag(dag_id: str, tasks: BaseOperator) -> DAG: dag = DAG( dag_id=dag_id, default_args={"start_date": timezone.datetime(2024, 12, 3)}, ) setattr(tasks, "dag", dag) return dag ``` This function is capable of accepting `one` task as of now and creating a DAG out of it and returning the DAG object which should suffice our current testing needs, if there is a need, we can extend this function to support more than one tasks and their relationships. Usage: ``` task = PythonOperator( task_id="skip", python_callable=lambda: (_ for _ in ()).throw( AirflowSkipException("This task is being skipped intentionally."), ), ) dag = get_inline_dag("basic_skipped", task) ``` The usage is as simple as creating any task from any operator and passing it down to this function. 2. Mocking the parse function using KGB spy_agency: https://pypi.org/project/kgb/ The idea here is to use a spy agency to substitute out the `parse` function with a mock parser that does a bare minimum of the actual parser. We choose spy_agency over the mock library for two reasons primarily: a) With `spy_agency`, you can mock specific methods or functions without affecting the entire class or module. b) Minimal dispruption and ease of use. 1. Replaced usage of all "actual" dags with in line dags in task runner tests which either do parsing or run. 2. Deleted two DAGs 3. Cannot remove the other two DAGs as they are tied to test_supervisor.py tests which use the DAG path as of now. Can be taken in a follow up if needed. Example: ![image](https://github.com/user-attachments/assets/01baa82a-7b43-4ff1-bc7e-c2fc20cef50d) 1. No need to create any more DAG files for integration tests for task runner, which could be frequent with current development rate for AIP 72. 2. Ability to easily create in line DAGs. Basic DAG ![image](https://github.com/user-attachments/assets/cf7a94b5-6c4c-4103-99a0-32047207a9b2) deferred DAG ![image](https://github.com/user-attachments/assets/328f99d0-4483-48c5-9127-dd7812f47ae0) Co-Authored-By: Kaxil Naik <kaxilnaik@gmail.com>
kaxil
added a commit
to astronomer/airflow
that referenced
this pull request
Dec 10, 2024
closes: apache#44805 Dependent on apache#44786 Every time when we port the different TI state handling in the task runner, it is usually followed by an integration test of sorts to test the end to end flow of whether that state is testable or not. For example: 1. For skipped state, we use the DAG https://github.com/apache/airflow/pull/44786/files#diff-cabbddd33130ce1a769412f5fc55dd23e4af4d0fa75f8981689daae769e0680dR1 and we test using the UT in task runner: https://github.com/apache/airflow/pull/44786/files#diff-413c3c59636a3c7b41b8bb822827d18a959778d0b6331532e0db175c829dbfd2R141-R161 2. For deferred state, we use the DAG: https://github.com/apache/airflow/pull/44241/files#diff-2152ed5392424771e27a69173b3c18caae717939719df8f5dbbbdfee5f9efd9bR1 and test it using UT in task runner: https://github.com/apache/airflow/pull/44241/files#diff-413c3c59636a3c7b41b8bb822827d18a959778d0b6331532e0db175c829dbfd2R93-R127 Due to this, when new ti states are added or tests for that matter, it eventually leads to a huge folder with DAGs under `task_sdk/tests/dags` which could soon get ever growing and unmanageable. The solution is in two parts: 1. The first part would be the ability to create dynamic or in line dags which has been implemented using a DAGFactory kind of function: ``` def get_inline_dag(dag_id: str, tasks: BaseOperator) -> DAG: dag = DAG( dag_id=dag_id, default_args={"start_date": timezone.datetime(2024, 12, 3)}, ) setattr(tasks, "dag", dag) return dag ``` This function is capable of accepting `one` task as of now and creating a DAG out of it and returning the DAG object which should suffice our current testing needs, if there is a need, we can extend this function to support more than one tasks and their relationships. Usage: ``` task = PythonOperator( task_id="skip", python_callable=lambda: (_ for _ in ()).throw( AirflowSkipException("This task is being skipped intentionally."), ), ) dag = get_inline_dag("basic_skipped", task) ``` The usage is as simple as creating any task from any operator and passing it down to this function. 2. Mocking the parse function using KGB spy_agency: https://pypi.org/project/kgb/ The idea here is to use a spy agency to substitute out the `parse` function with a mock parser that does a bare minimum of the actual parser. We choose spy_agency over the mock library for two reasons primarily: a) With `spy_agency`, you can mock specific methods or functions without affecting the entire class or module. b) Minimal dispruption and ease of use. 1. Replaced usage of all "actual" dags with in line dags in task runner tests which either do parsing or run. 2. Deleted two DAGs 3. Cannot remove the other two DAGs as they are tied to test_supervisor.py tests which use the DAG path as of now. Can be taken in a follow up if needed. Example: ![image](https://github.com/user-attachments/assets/01baa82a-7b43-4ff1-bc7e-c2fc20cef50d) 1. No need to create any more DAG files for integration tests for task runner, which could be frequent with current development rate for AIP 72. 2. Ability to easily create in line DAGs. Basic DAG ![image](https://github.com/user-attachments/assets/cf7a94b5-6c4c-4103-99a0-32047207a9b2) deferred DAG ![image](https://github.com/user-attachments/assets/328f99d0-4483-48c5-9127-dd7812f47ae0) Co-Authored-By: Kaxil Naik <kaxilnaik@gmail.com>
kaxil
pushed a commit
that referenced
this pull request
Dec 10, 2024
closes: #44805 Dependent on #44786 Every time when we port the different TI state handling in the task runner, it is usually followed by an integration test of sorts to test the end to end flow of whether that state is testable or not. For example: 1. For skipped state, we use the DAG https://github.com/apache/airflow/pull/44786/files#diff-cabbddd33130ce1a769412f5fc55dd23e4af4d0fa75f8981689daae769e0680dR1 and we test using the UT in task runner: https://github.com/apache/airflow/pull/44786/files#diff-413c3c59636a3c7b41b8bb822827d18a959778d0b6331532e0db175c829dbfd2R141-R161 2. For deferred state, we use the DAG: https://github.com/apache/airflow/pull/44241/files#diff-2152ed5392424771e27a69173b3c18caae717939719df8f5dbbbdfee5f9efd9bR1 and test it using UT in task runner: https://github.com/apache/airflow/pull/44241/files#diff-413c3c59636a3c7b41b8bb822827d18a959778d0b6331532e0db175c829dbfd2R93-R127 Due to this, when new ti states are added or tests for that matter, it eventually leads to a huge folder with DAGs under `task_sdk/tests/dags` which could soon get ever growing and unmanageable. The solution is in two parts: 1. The first part would be the ability to create dynamic or in line dags which has been implemented using a DAGFactory kind of function: ``` def get_inline_dag(dag_id: str, tasks: BaseOperator) -> DAG: dag = DAG( dag_id=dag_id, default_args={"start_date": timezone.datetime(2024, 12, 3)}, ) setattr(tasks, "dag", dag) return dag ``` This function is capable of accepting `one` task as of now and creating a DAG out of it and returning the DAG object which should suffice our current testing needs, if there is a need, we can extend this function to support more than one tasks and their relationships. Usage: ``` task = PythonOperator( task_id="skip", python_callable=lambda: (_ for _ in ()).throw( AirflowSkipException("This task is being skipped intentionally."), ), ) dag = get_inline_dag("basic_skipped", task) ``` The usage is as simple as creating any task from any operator and passing it down to this function. 2. Mocking the parse function using KGB spy_agency: https://pypi.org/project/kgb/ The idea here is to use a spy agency to substitute out the `parse` function with a mock parser that does a bare minimum of the actual parser. We choose spy_agency over the mock library for two reasons primarily: a) With `spy_agency`, you can mock specific methods or functions without affecting the entire class or module. b) Minimal dispruption and ease of use. 1. Replaced usage of all "actual" dags with in line dags in task runner tests which either do parsing or run. 2. Deleted two DAGs 3. Cannot remove the other two DAGs as they are tied to test_supervisor.py tests which use the DAG path as of now. Can be taken in a follow up if needed. Example: ![image](https://github.com/user-attachments/assets/01baa82a-7b43-4ff1-bc7e-c2fc20cef50d) 1. No need to create any more DAG files for integration tests for task runner, which could be frequent with current development rate for AIP 72. 2. Ability to easily create in line DAGs. Basic DAG ![image](https://github.com/user-attachments/assets/cf7a94b5-6c4c-4103-99a0-32047207a9b2) deferred DAG ![image](https://github.com/user-attachments/assets/328f99d0-4483-48c5-9127-dd7812f47ae0)
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related: #44414
We already have support for handling terminal states from the task execution side as well as the task SDK client side. (almost).
This PR extends the task runner's
run
function to handle when an AirflowSkipException is thrown.msg
when a AirflowSkipException is throwntest_handle_requests
test of supervisor to show that noclient
call is made fromhandle_requests
but is instead controlled by thewait
function.Postman working example:
Login into metadata DB and get the task_id for the task you want to skip
Once you have the task_id, send a patch request like this:
^ Add meaningful description above
Read the Pull Request Guidelines for more information.
In case of fundamental code changes, an Airflow Improvement Proposal (AIP) is needed.
In case of a new dependency, check compliance with the ASF 3rd Party License Policy.
In case of backwards incompatible changes please leave a note in a newsfragment file, named
{pr_number}.significant.rst
or{issue_number}.significant.rst
, in newsfragments.^ Add meaningful description above
Read the Pull Request Guidelines for more information.
In case of fundamental code changes, an Airflow Improvement Proposal (AIP) is needed.
In case of a new dependency, check compliance with the ASF 3rd Party License Policy.
In case of backwards incompatible changes please leave a note in a newsfragment file, named
{pr_number}.significant.rst
or{issue_number}.significant.rst
, in newsfragments.