From 4bac474dfef8de68eca3b5e64fa5c54437a13b4b Mon Sep 17 00:00:00 2001 From: Chris DeCarolis Date: Fri, 1 Nov 2024 12:53:11 -0700 Subject: [PATCH] [dagster-airlift] [api-docs] in-airflow section --- docs/content/api/modules.json.gz | Bin 1377262 -> 1389032 bytes docs/content/api/searchindex.json.gz | Bin 84381 -> 84963 bytes docs/content/api/sections.json.gz | Bin 473636 -> 477037 bytes docs/next/public/objects.inv | Bin 24677 -> 24882 bytes .../api/apidocs/libraries/dagster-airlift.rst | 25 ++++- .../dagster_airlift/in_airflow/__init__.py | 4 + .../in_airflow/base_asset_operator.py | 16 ++- .../in_airflow/dag_proxy_operator.py | 24 +++- .../dagster_airlift/in_airflow/proxying_fn.py | 105 +++++++++++++++++- .../in_airflow/task_proxy_operator.py | 21 +++- 10 files changed, 187 insertions(+), 8 deletions(-) diff --git a/docs/content/api/modules.json.gz b/docs/content/api/modules.json.gz index 4bba47792ed2034f603a59c954ded2e6e8750c2c..e1e768fc20481cc57be78925f389286fac6441f9 100644 GIT binary patch delta 1313425 zcmV)ZK&!v*hg9g}RDU0f2nfFDD`x`#ZEs|CY-MvUYIARH0PKAYbKA(V;9r^ZR;8qz zM0vBRS1-yY_q4XW(Ti>QEbZn}jtT^UA&C_TZ~;&1kpH#Pd-Y17{`Ftc_vze?{`&nH{|EnHetjRoXX7NEp7(3254atk)dk zTLx(ZAnbCIB_R*;E$Xjc4lq_za(wQ9o;VH^lxtDhb5d=tXxUaz>A}C zU^~Qfcz;w9MBvXR@fZJIB=nUG3w-3J;@)op*d*daL4U-LUfPC)_2%XTyp26KY(v5( z0COU4zH39lT5B2l&3DJ`Cs##ir?siD4XJ%y;QGN$=|z&nkDF7_kbgQL&Bv5MeG5=O zEITAq3UHSr-&&t)4gTfZ+Y9IQ#qFi@=KABii(5-h3cy$latZ17>RnevZGvhceOK4- zq{E^sbbsq`%t`u35@hrpm`!$+tT(qLAi0btLDYtZI)q)$xrC<77;R(0Ah26^6w;4! 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zZ(h#1=#+1YWyEfI;)Dy%(JD@YjISd~=h6|!fB2$>o)g4eW2L(=Ndjdg>d^o{C(Ff$ zs-nZ%X==yha)wG_vOYB>`>aTHvN2VzMjwe(#!rYC;O zB8l*%z}ZT0>HIbPUGSN{eu`O1xj+?oW}e9049c1?JvRPUy2;g4k)v;2(&I-{INeH; zTQ@Xk8&Bb3&yiDj)MLSfN4 None: BaseProxyDAGToDagsterOperator as BaseProxyDAGToDagsterOperator, DefaultProxyDAGToDagsterOperator as DefaultProxyDAGToDagsterOperator, ) +from .proxied_state import ( + AirflowProxiedState as AirflowProxiedState, + load_proxied_state_from_yaml as load_proxied_state_from_yaml, +) from .proxying_fn import proxying_to_dagster as proxying_to_dagster from .task_proxy_operator import ( BaseProxyTaskToDagsterOperator as BaseProxyTaskToDagsterOperator, diff --git a/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/base_asset_operator.py b/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/base_asset_operator.py index ad836716062b5..ee98704ee86e2 100644 --- a/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/base_asset_operator.py +++ b/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/base_asset_operator.py @@ -29,7 +29,21 @@ class BaseDagsterAssetsOperator(BaseOperator, ABC): - """Interface for an operator which materializes dagster assets.""" + """Interface for an operator which materializes dagster assets. + + This operator needs to implement the following methods: + + - get_dagster_session: Returns a requests session that can be used to make requests to the Dagster API. + This is where any additional authentication can be added. + - get_dagster_url: Returns the URL for the Dagster instance. + - filter_asset_nodes: Filters asset nodes (which are returned from Dagster's graphql API) to only include those + that should be triggered by the current task. + + Optionally, these methods can be overridden as well: + + - get_partition_key: Determines the partition key to use to trigger the dagster run. This method will only be + called if the underlying asset is partitioned. + """ def __init__( self, diff --git a/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/dag_proxy_operator.py b/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/dag_proxy_operator.py index deb340d1ddee9..0af5ffaedc4b5 100644 --- a/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/dag_proxy_operator.py +++ b/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/dag_proxy_operator.py @@ -12,7 +12,24 @@ class BaseProxyDAGToDagsterOperator(BaseDagsterAssetsOperator): - """An operator that proxies task execution to Dagster assets with metadata that map to this task's dag ID and task ID.""" + """An operator base class that proxies the entire DAG's execution to Dagster assets with + metadata that map to the DAG id used by this task. + + For the Dag ID that this operator proxies, it expects there to be corresponding assets + in the linked Dagster deployment that have metadata entries with the key `dagster-airlift/dag-mapping` that + map to this Dag ID. This metadata is typically set using the + :py:func:`dagster_airlift.core.assets_with_dag_mappings` function. + + The following methods must be implemented by subclasses: + + - :py:meth:`get_dagster_session` (inherited from :py:class:`BaseDagsterAssetsOperator`) + - :py:meth:`get_dagster_url` (inherited from :py:class:`BaseDagsterAssetsOperator`) + - :py:meth:`build_from_dag` A class method which takes the DAG to be proxied, and constructs + an instance of this operator from it. + + There is a default implementation of this operator, :py:class:`DefaultProxyDAGToDagsterOperator`, + which is used by :py:func:`proxying_to_dagster` if no override operator is provided. + """ def filter_asset_nodes( self, context: Context, asset_nodes: Sequence[Mapping[str, Any]] @@ -24,12 +41,15 @@ def filter_asset_nodes( @classmethod @abstractmethod def build_from_dag(cls, dag: DAG) -> "BaseProxyDAGToDagsterOperator": - """Builds a proxy operator from a DAG.""" + """Builds a proxy operator from the passed-in DAG.""" class DefaultProxyDAGToDagsterOperator(BaseProxyDAGToDagsterOperator): """The default task proxying operator - which opens a blank session and expects the dagster URL to be set in the environment. The dagster url is expected to be set in the environment as DAGSTER_URL. + + This operator should not be instantiated directly - it is instantiated by :py:func:`proxying_to_dagster` if no + override operator is provided. """ def get_dagster_session(self, context: Context) -> requests.Session: diff --git a/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/proxying_fn.py b/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/proxying_fn.py index 4ce39780599c1..27b854601f0c4 100644 --- a/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/proxying_fn.py +++ b/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/proxying_fn.py @@ -27,9 +27,16 @@ def proxying_to_dagster( [DAG], BaseProxyDAGToDagsterOperator ] = DefaultProxyDAGToDagsterOperator.build_from_dag, ) -> None: - """Uses passed-in dictionary to alter dags and tasks to proxy to dagster. - Uses a proxied dictionary to determine the proxied status for each task within each dag. - Should only ever be the last line in a dag file. + """Proxies tasks and dags to Dagster based on provided proxied state. + Expects a dictionary of in-scope global variables to be provided (typically retrieved with `globals()`), and a proxied state dictionary + (typically retrieved with :py:func:`load_proxied_state_from_yaml`) for dags in that global state. This function will modify in-place the + dictionary of global variables to replace proxied tasks with appropriate Dagster operators. + + In the case of task-level proxying, the proxied tasks will be replaced with new operators that are constructed by the provided `build_from_task_fn`. + A default implementation of this function is provided in `DefaultProxyTaskToDagsterOperator`. + In the case of dag-level proxying, the entire dag structure will be replaced with a single task that is constructed by the provided `build_from_dag_fn`. + A default implementation of this function is provided in `DefaultProxyDAGToDagsterOperator`. + Args: global_vars (Dict[str, Any]): The global variables in the current context. In most cases, retrieved with `globals()` (no import required). @@ -37,6 +44,98 @@ def proxying_to_dagster( https://airflow.apache.org/docs/apache-airflow/stable/core-concepts/dags.html#loading-dags proxied_state (AirflowMigrationState): The proxied state for the dags. logger (Optional[logging.Logger]): The logger to use. Defaults to logging.getLogger("dagster_airlift"). + + + Examples: + Typical usage of this function is to be called at the end of a dag file, retrieving proxied_state from an accompanying `proxied_state` path. + + .. code-block:: python + + from pathlib import Path + + from airflow import DAG + from airflow.operators.python import PythonOperator + from dagster._time import get_current_datetime_midnight + from dagster_airlift.in_airflow import proxying_to_dagster + from dagster_airlift.in_airflow.proxied_state import load_proxied_state_from_yaml + + + with DAG( + dag_id="daily_interval_dag", + ..., + ) as minute_dag: + PythonOperator(task_id="my_task", python_callable=...) + + # At the end of the dag file, so we can ensure dags are loaded into globals. + proxying_to_dagster( + proxied_state=load_proxied_state_from_yaml(Path(__file__).parent / "proxied_state"), + global_vars=globals(), + ) + + You can also provide custom implementations of the `build_from_task_fn` function to customize the behavior of task-level proxying. + + .. code-block:: python + + from dagster_airlift.in_airflow import proxying_to_dagster, BaseProxyTaskToDagsterOperator + from airflow.models.operator import BaseOperator + + ... # Dag code here + + class CustomAuthTaskProxyOperator(BaseProxyTaskToDagsterOperator): + def get_dagster_session(self, context: Context) -> requests.Session: + # Add custom headers to the session + return requests.Session(headers={"Authorization": "Bearer my_token"}) + + def get_dagster_url(self, context: Context) -> str: + # Use a custom environment variable for the dagster url + return os.environ["CUSTOM_DAGSTER_URL"] + + @classmethod + def build_from_task(cls, task: BaseOperator) -> "CustomAuthTaskProxyOperator": + # Custom logic to build the operator from the task (task_id should remain the same) + if task.task_id == "my_task_needs_more_retries": + return CustomAuthTaskProxyOperator(task_id=task_id, retries=3) + else: + return CustomAuthTaskProxyOperator(task_id=task_id) + + proxying_to_dagster( + proxied_state=load_proxied_state_from_yaml(Path(__file__).parent / "proxied_state"), + global_vars=globals(), + build_from_task_fn=CustomAuthTaskProxyOperator.build_from_task, + ) + + You can do the same for dag-level proxying by providing a custom implementation of the `build_from_dag_fn` function. + + .. code-block:: python + + from dagster_airlift.in_airflow import proxying_to_dagster, BaseProxyDAGToDagsterOperator + from airflow.models.dag import DAG + + ... # Dag code here + + class CustomAuthDAGProxyOperator(BaseProxyDAGToDagsterOperator): + def get_dagster_session(self, context: Context) -> requests.Session: + # Add custom headers to the session + return requests.Session(headers={"Authorization": "Bearer my_token"}) + + def get_dagster_url(self, context: Context) -> str: + # Use a custom environment variable for the dagster url + return os.environ["CUSTOM_DAGSTER_URL"] + + @classmethod + def build_from_dag(cls, dag: DAG) -> "CustomAuthDAGProxyOperator": + # Custom logic to build the operator from the dag (DAG id should remain the same) + if dag.dag_id == "my_dag_needs_more_retries": + return CustomAuthDAGProxyOperator(task_id="custom override", retries=3, dag=dag) + else: + return CustomAuthDAGProxyOperator(task_id="basic_override", dag=dag) + + proxying_to_dagster( + proxied_state=load_proxied_state_from_yaml(Path(__file__).parent / "proxied_state"), + global_vars=globals(), + build_from_dag_fn=CustomAuthDAGProxyOperator.build_from_dag, + ) + """ caller_module = global_vars.get("__module__") suffix = f" in module `{caller_module}`" if caller_module else "" diff --git a/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/task_proxy_operator.py b/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/task_proxy_operator.py index a205c0e8755dd..c1a53e0d26873 100644 --- a/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/task_proxy_operator.py +++ b/examples/experimental/dagster-airlift/dagster_airlift/in_airflow/task_proxy_operator.py @@ -12,7 +12,23 @@ class BaseProxyTaskToDagsterOperator(BaseDagsterAssetsOperator): - """An operator that proxies task execution to Dagster assets with metadata that map to this task's dag ID and task ID.""" + """An operator that proxies task execution to Dagster assets with metadata that map to this task's dag ID and task ID. + + For the DAG ID and task ID that this operator proxies, it expects there to be corresponding assets + in the linked Dagster deployment that have metadata entries with the key `dagster-airlift/task-mapping` that + map to this DAG ID and task ID. This metadata is typically set using the + :py:func:`dagster_airlift.core.assets_with_task_mappings` function. + + The following methods must be implemented by subclasses: + + - :py:meth:`get_dagster_session` (inherited from :py:class:`BaseDagsterAssetsOperator`) + - :py:meth:`get_dagster_url` (inherited from :py:class:`BaseDagsterAssetsOperator`) + - :py:meth:`build_from_task` A class method which takes the task to be proxied, and constructs + an instance of this operator from it. + + There is a default implementation of this operator, :py:class:`DefaultProxyTaskToDagsterOperator`, + which is used by :py:func:`proxying_to_dagster` if no override operator is provided. + """ def filter_asset_nodes( self, context: Context, asset_nodes: Sequence[Mapping[str, Any]] @@ -31,6 +47,9 @@ def build_from_task(cls, task: BaseOperator) -> "BaseProxyTaskToDagsterOperator" class DefaultProxyTaskToDagsterOperator(BaseProxyTaskToDagsterOperator): """The default task proxying operator - which opens a blank session and expects the dagster URL to be set in the environment. The dagster url is expected to be set in the environment as DAGSTER_URL. + + This operator should not be instantiated directly - it is instantiated by :py:func:`proxying_to_dagster` if no + override operator is provided. """ def get_dagster_session(self, context: Context) -> requests.Session:

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