airflow ecs 源码
airflow ecs 代码
文件路径:/airflow/providers/amazon/aws/hooks/ecs.py
#
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# 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/LICENSE-2.0
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# software distributed under the License is distributed on an
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# KIND, either express or implied. See the License for the
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# under the License.
from __future__ import annotations
import time
from collections import deque
from datetime import datetime, timedelta
from enum import Enum
from logging import Logger
from threading import Event, Thread
from typing import Generator
from botocore.exceptions import ClientError, ConnectionClosedError
from botocore.waiter import Waiter
from airflow.providers.amazon.aws.exceptions import EcsOperatorError, EcsTaskFailToStart
from airflow.providers.amazon.aws.hooks.base_aws import AwsGenericHook
from airflow.providers.amazon.aws.hooks.logs import AwsLogsHook
from airflow.typing_compat import Protocol, runtime_checkable
def should_retry(exception: Exception):
"""Check if exception is related to ECS resource quota (CPU, MEM)."""
if isinstance(exception, EcsOperatorError):
return any(
quota_reason in failure['reason']
for quota_reason in ['RESOURCE:MEMORY', 'RESOURCE:CPU']
for failure in exception.failures
)
return False
def should_retry_eni(exception: Exception):
"""Check if exception is related to ENI (Elastic Network Interfaces)."""
if isinstance(exception, EcsTaskFailToStart):
return any(
eni_reason in exception.message
for eni_reason in ['network interface provisioning', 'ResourceInitializationError']
)
return False
class EcsClusterStates(Enum):
"""Contains the possible State values of an ECS Cluster."""
ACTIVE = 'ACTIVE'
PROVISIONING = 'PROVISIONING'
DEPROVISIONING = 'DEPROVISIONING'
FAILED = 'FAILED'
INACTIVE = 'INACTIVE'
class EcsTaskDefinitionStates(Enum):
"""Contains the possible State values of an ECS Task Definition."""
ACTIVE = 'ACTIVE'
INACTIVE = 'INACTIVE'
class EcsTaskStates(Enum):
"""Contains the possible State values of an ECS Task."""
PROVISIONING = 'PROVISIONING'
PENDING = 'PENDING'
ACTIVATING = 'ACTIVATING'
RUNNING = 'RUNNING'
DEACTIVATING = 'DEACTIVATING'
STOPPING = 'STOPPING'
DEPROVISIONING = 'DEPROVISIONING'
STOPPED = 'STOPPED'
NONE = 'NONE'
class EcsHook(AwsGenericHook):
"""
Interact with AWS Elastic Container Service, using the boto3 library
Hook attribute `conn` has all methods that listed in documentation
.. seealso::
- https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/ecs.html
- https://docs.aws.amazon.com/AmazonECS/latest/APIReference/Welcome.html
Additional arguments (such as ``aws_conn_id`` or ``region_name``) may be specified and
are passed down to the underlying AwsBaseHook.
.. seealso::
:class:`~airflow.providers.amazon.aws.hooks.base_aws.AwsGenericHook`
:param aws_conn_id: The Airflow connection used for AWS credentials.
"""
def __init__(self, *args, **kwargs) -> None:
kwargs['client_type'] = 'ecs'
super().__init__(*args, **kwargs)
def get_cluster_state(self, cluster_name: str) -> str:
return self.conn.describe_clusters(clusters=[cluster_name])['clusters'][0]['status']
def get_task_definition_state(self, task_definition: str) -> str:
return self.conn.describe_task_definition(taskDefinition=task_definition)['taskDefinition']['status']
def get_task_state(self, cluster, task) -> str:
return self.conn.describe_tasks(cluster=cluster, tasks=[task])['tasks'][0]['lastStatus']
class EcsTaskLogFetcher(Thread):
"""
Fetches Cloudwatch log events with specific interval as a thread
and sends the log events to the info channel of the provided logger.
"""
def __init__(
self,
*,
log_group: str,
log_stream_name: str,
fetch_interval: timedelta,
logger: Logger,
aws_conn_id: str | None = 'aws_default',
region_name: str | None = None,
):
super().__init__()
self._event = Event()
self.fetch_interval = fetch_interval
self.logger = logger
self.log_group = log_group
self.log_stream_name = log_stream_name
self.hook = AwsLogsHook(aws_conn_id=aws_conn_id, region_name=region_name)
def run(self) -> None:
logs_to_skip = 0
while not self.is_stopped():
time.sleep(self.fetch_interval.total_seconds())
log_events = self._get_log_events(logs_to_skip)
for log_event in log_events:
self.logger.info(self._event_to_str(log_event))
logs_to_skip += 1
def _get_log_events(self, skip: int = 0) -> Generator:
try:
yield from self.hook.get_log_events(self.log_group, self.log_stream_name, skip=skip)
except ClientError as error:
if error.response['Error']['Code'] != 'ResourceNotFoundException':
self.logger.warning('Error on retrieving Cloudwatch log events', error)
yield from ()
except ConnectionClosedError as error:
self.logger.warning('ConnectionClosedError on retrieving Cloudwatch log events', error)
yield from ()
def _event_to_str(self, event: dict) -> str:
event_dt = datetime.utcfromtimestamp(event['timestamp'] / 1000.0)
formatted_event_dt = event_dt.strftime('%Y-%m-%d %H:%M:%S,%f')[:-3]
message = event['message']
return f'[{formatted_event_dt}] {message}'
def get_last_log_messages(self, number_messages) -> list:
return [log['message'] for log in deque(self._get_log_events(), maxlen=number_messages)]
def get_last_log_message(self) -> str | None:
try:
return self.get_last_log_messages(1)[0]
except IndexError:
return None
def is_stopped(self) -> bool:
return self._event.is_set()
def stop(self):
self._event.set()
@runtime_checkable
class EcsProtocol(Protocol):
"""
A structured Protocol for ``boto3.client('ecs')``. This is used for type hints on
:py:meth:`.EcsOperator.client`.
.. seealso::
- https://mypy.readthedocs.io/en/latest/protocols.html
- https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/ecs.html
"""
def run_task(self, **kwargs) -> dict:
"""https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/ecs.html#ECS.Client.run_task""" # noqa: E501
...
def get_waiter(self, x: str) -> Waiter:
"""https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/ecs.html#ECS.Client.get_waiter""" # noqa: E501
...
def describe_tasks(self, cluster: str, tasks) -> dict:
"""https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/ecs.html#ECS.Client.describe_tasks""" # noqa: E501
...
def stop_task(self, cluster, task, reason: str) -> dict:
"""https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/ecs.html#ECS.Client.stop_task""" # noqa: E501
...
def describe_task_definition(self, taskDefinition: str) -> dict:
"""https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/ecs.html#ECS.Client.describe_task_definition""" # noqa: E501
...
def list_tasks(self, cluster: str, launchType: str, desiredStatus: str, family: str) -> dict:
"""https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/ecs.html#ECS.Client.list_tasks""" # noqa: E501
...
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