Apache Airflow dags w/ backend configuration bundle.
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#
# Licensed to the Apache Software Foundation (ASF) under one
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# 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/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
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from typing import Any, Dict, Iterable, Optional
from airflow.exceptions import AirflowException
from airflow.providers.amazon.aws.hooks.emr import EmrHook
from airflow.sensors.base import BaseSensorOperator
from airflow.utils.decorators import apply_defaults
class EmrBaseSensor(BaseSensorOperator):
"""
Contains general sensor behavior for EMR.
Subclasses should implement following methods:
- ``get_emr_response()``
- ``state_from_response()``
- ``failure_message_from_response()``
Subclasses should set ``target_states`` and ``failed_states`` fields.
:param aws_conn_id: aws connection to uses
:type aws_conn_id: str
"""
ui_color = "#66c3ff"
@apply_defaults
def __init__(self, *, aws_conn_id: str = "aws_default", **kwargs):
super().__init__(**kwargs)
self.aws_conn_id = aws_conn_id
self.target_states: Optional[Iterable[str]] = None # will be set in subclasses
self.failed_states: Optional[Iterable[str]] = None # will be set in subclasses
self.hook: Optional[EmrHook] = None
def get_hook(self) -> EmrHook:
"""Get EmrHook"""
if self.hook:
return self.hook
self.hook = EmrHook(aws_conn_id=self.aws_conn_id)
return self.hook
def poke(self, context):
response = self.get_emr_response()
if not response["ResponseMetadata"]["HTTPStatusCode"] == 200:
self.log.info("Bad HTTP response: %s", response)
return False
state = self.state_from_response(response)
self.log.info("Job flow currently %s", state)
if state in self.target_states:
return True
if state in self.failed_states:
final_message = "EMR job failed"
failure_message = self.failure_message_from_response(response)
if failure_message:
final_message += " " + failure_message
raise AirflowException(final_message)
return False
def get_emr_response(self) -> Dict[str, Any]:
"""
Make an API call with boto3 and get response.
:return: response
:rtype: dict[str, Any]
"""
raise NotImplementedError("Please implement get_emr_response() in subclass")
@staticmethod
def state_from_response(response: Dict[str, Any]) -> str:
"""
Get state from response dictionary.
:param response: response from AWS API
:type response: dict[str, Any]
:return: state
:rtype: str
"""
raise NotImplementedError("Please implement state_from_response() in subclass")
@staticmethod
def failure_message_from_response(response: Dict[str, Any]) -> Optional[str]:
"""
Get failure message from response dictionary.
:param response: response from AWS API
:type response: dict[str, Any]
:return: failure message
:rtype: Optional[str]
"""
raise NotImplementedError(
"Please implement failure_message_from_response() in subclass"
)