Airflow 实例未通过 SFTPsensor(SSH 连接类型)连接到边缘节点服务器
Airflow instance does not connect to edge-node server through SFTPsensor (SSH connection type)
我的目标是进行 Airflow DAG 检查文件是否存在于不同服务器(在本例中为集群的边缘节点)内的目录中。
我的第一个方法 是制作一个 SSHOperator,它触发一个 bash 脚本(在边缘节点服务器中)检查目录是否为空。这奏效了。我能够从 DAG 日志中的 bash 脚本接收输出,告诉我目录是否为空。但是,当 SSHOperator 失败时(即脚本未在目录中找到文件),当前 dag 运行 被中断并启动新的 dag 运行。如果这种情况发生多次(这是预期的),我最终会在树视图中看到一吨中断的 dag 运行s =/
因此,我的第二种方法 是使用合适的传感器。在这种情况下,SFTPSensor 似乎是最佳选择。
所以这是我的 python DAG 代码:
from airflow import DAG
from datetime import timedelta, datetime
from airflow.utils.dates import days_ago
from airflow.models import Variable
import requests
import logging
import time
from airflow.contrib.sensors.sftp_sensor import SFTPSensor
from airflow.operators.python_operator import PythonOperator
def say_bye(**context):
print("byebyeeee!")
default_args = {
'owner': 'airflow',
"start_date": days_ago(1),
}
ssh_id = Variable.get("ssh_connection_id_imb")
source_path = "/trf/cq/millennium/rcp/"
dag = DAG(dag_id='ing_cgd_millennium_t_ukajrnl_imb_test4', default_args=default_args, schedule_interval=None)
with dag:
s0 = SFTPSensor(
task_id='sensing_task',
path=source_path,
fs_conn_id=ssh_id,
poke_interval=60,
mode='reschedule',
retries=1
)
t1 = PythonOperator(task_id='run_this_goodbye',python_callable=say_bye,provide_context=True)
s0 >> t1
我的 SSH 连接 (ssh_connection_id_imb) 如下所示:https://i.stack.imgur.com/x7iLu.png
错误:
[2021-03-09 11:56:07,662] {base_hook.py:89} INFO - Using connection to: id: sftp_default. Host: localhost, Port: 22, Schema: None, Login: airflow, Password: None, extra: XXXXXXXX
[2021-03-09 11:56:07,664] {base_hook.py:89} INFO - Using connection to: id: sftp_default. Host: localhost, Port: 22, Schema: None, Login: airflow, Password: None, extra: XXXXXXXX
[2021-03-09 11:56:07,665] {sftp_sensor.py:46} INFO - Poking for lpc600.group.com:/trf/cq/millenium/rcp/C.PGMLNGL.FKM001.041212.20201123.gz
[2021-03-09 11:56:07,665] {logging_mixin.py:112} WARNING - /opt/miniconda/lib/python3.7/site-packages/pysftp/__init__.py:61: UserWarning: Failed to load HostKeys from /root/.ssh/known_hosts. You will need to explicitly load HostKeys (cnopts.hostkeys.load(filename)) or disableHostKey checking (cnopts.hostkeys = None).
warnings.warn(wmsg, UserWarning)
[2021-03-09 11:56:07,666] {taskinstance.py:1150} ERROR - Unable to connect to localhost: [Errno 101] Network is unreachable
Traceback (most recent call last):
File "/opt/miniconda/lib/python3.7/site-packages/airflow/models/taskinstance.py", line 984, in _run_raw_task
result = task_copy.execute(context=context)
File "/opt/miniconda/lib/python3.7/site-packages/airflow/sensors/base_sensor_operator.py", line 107, in execute
while not self.poke(context):
File "/opt/miniconda/lib/python3.7/site-packages/airflow/contrib/sensors/sftp_sensor.py", line 48, in poke
self.hook.get_mod_time(self.path)
File "/opt/miniconda/lib/python3.7/site-packages/airflow/contrib/hooks/sftp_hook.py", line 219, in get_mod_time
conn = self.get_conn()
File "/opt/miniconda/lib/python3.7/site-packages/airflow/contrib/hooks/sftp_hook.py", line 114, in get_conn
self.conn = pysftp.Connection(**conn_params)
File "/opt/miniconda/lib/python3.7/site-packages/pysftp/__init__.py", line 140, in __init__
self._start_transport(host, port)
File "/opt/miniconda/lib/python3.7/site-packages/pysftp/__init__.py", line 176, in _start_transport
self._transport = paramiko.Transport((host, port))
File "/opt/miniconda/lib/python3.7/site-packages/paramiko/transport.py", line 416, in __init__
"Unable to connect to {}: {}".format(hostname, reason)
paramiko.ssh_exception.SSHException: Unable to connect to localhost: [Errno 101] Network is unreachable
我注意到 base_hook 指向本地主机,sftp_sensor 指向正确的服务器....我需要设置基本挂钩吗?我错过了一步吗?谢谢您的帮助! =)
刚刚意识到我的错误...
问题 #1 不好 sftp_connection 名称:
s0 = SFTPSensor(
task_id='sensing_task',
path=source_path,
sftp_conn_id=ssh_id, # instead of fs_conn_id
poke_interval=60,
mode='reschedule',
retries=1
)
问题 #2 需要在连接中定义额外的 字段
我创建了一个 public 密钥并将其添加到额外字段中:
{"key_file": "/airflow/generated_sshkey_dir/id_rsa.pub", "no_host_key_check": true}
Sooo,这使我的连接容易受到 中间人攻击,因为我没有检查主机密钥。就我而言,这个解决方案就足够了。
我的目标是进行 Airflow DAG 检查文件是否存在于不同服务器(在本例中为集群的边缘节点)内的目录中。
我的第一个方法 是制作一个 SSHOperator,它触发一个 bash 脚本(在边缘节点服务器中)检查目录是否为空。这奏效了。我能够从 DAG 日志中的 bash 脚本接收输出,告诉我目录是否为空。但是,当 SSHOperator 失败时(即脚本未在目录中找到文件),当前 dag 运行 被中断并启动新的 dag 运行。如果这种情况发生多次(这是预期的),我最终会在树视图中看到一吨中断的 dag 运行s =/
因此,我的第二种方法 是使用合适的传感器。在这种情况下,SFTPSensor 似乎是最佳选择。
所以这是我的 python DAG 代码:
from airflow import DAG
from datetime import timedelta, datetime
from airflow.utils.dates import days_ago
from airflow.models import Variable
import requests
import logging
import time
from airflow.contrib.sensors.sftp_sensor import SFTPSensor
from airflow.operators.python_operator import PythonOperator
def say_bye(**context):
print("byebyeeee!")
default_args = {
'owner': 'airflow',
"start_date": days_ago(1),
}
ssh_id = Variable.get("ssh_connection_id_imb")
source_path = "/trf/cq/millennium/rcp/"
dag = DAG(dag_id='ing_cgd_millennium_t_ukajrnl_imb_test4', default_args=default_args, schedule_interval=None)
with dag:
s0 = SFTPSensor(
task_id='sensing_task',
path=source_path,
fs_conn_id=ssh_id,
poke_interval=60,
mode='reschedule',
retries=1
)
t1 = PythonOperator(task_id='run_this_goodbye',python_callable=say_bye,provide_context=True)
s0 >> t1
我的 SSH 连接 (ssh_connection_id_imb) 如下所示:https://i.stack.imgur.com/x7iLu.png
错误:
[2021-03-09 11:56:07,662] {base_hook.py:89} INFO - Using connection to: id: sftp_default. Host: localhost, Port: 22, Schema: None, Login: airflow, Password: None, extra: XXXXXXXX
[2021-03-09 11:56:07,664] {base_hook.py:89} INFO - Using connection to: id: sftp_default. Host: localhost, Port: 22, Schema: None, Login: airflow, Password: None, extra: XXXXXXXX
[2021-03-09 11:56:07,665] {sftp_sensor.py:46} INFO - Poking for lpc600.group.com:/trf/cq/millenium/rcp/C.PGMLNGL.FKM001.041212.20201123.gz
[2021-03-09 11:56:07,665] {logging_mixin.py:112} WARNING - /opt/miniconda/lib/python3.7/site-packages/pysftp/__init__.py:61: UserWarning: Failed to load HostKeys from /root/.ssh/known_hosts. You will need to explicitly load HostKeys (cnopts.hostkeys.load(filename)) or disableHostKey checking (cnopts.hostkeys = None).
warnings.warn(wmsg, UserWarning)
[2021-03-09 11:56:07,666] {taskinstance.py:1150} ERROR - Unable to connect to localhost: [Errno 101] Network is unreachable
Traceback (most recent call last):
File "/opt/miniconda/lib/python3.7/site-packages/airflow/models/taskinstance.py", line 984, in _run_raw_task
result = task_copy.execute(context=context)
File "/opt/miniconda/lib/python3.7/site-packages/airflow/sensors/base_sensor_operator.py", line 107, in execute
while not self.poke(context):
File "/opt/miniconda/lib/python3.7/site-packages/airflow/contrib/sensors/sftp_sensor.py", line 48, in poke
self.hook.get_mod_time(self.path)
File "/opt/miniconda/lib/python3.7/site-packages/airflow/contrib/hooks/sftp_hook.py", line 219, in get_mod_time
conn = self.get_conn()
File "/opt/miniconda/lib/python3.7/site-packages/airflow/contrib/hooks/sftp_hook.py", line 114, in get_conn
self.conn = pysftp.Connection(**conn_params)
File "/opt/miniconda/lib/python3.7/site-packages/pysftp/__init__.py", line 140, in __init__
self._start_transport(host, port)
File "/opt/miniconda/lib/python3.7/site-packages/pysftp/__init__.py", line 176, in _start_transport
self._transport = paramiko.Transport((host, port))
File "/opt/miniconda/lib/python3.7/site-packages/paramiko/transport.py", line 416, in __init__
"Unable to connect to {}: {}".format(hostname, reason)
paramiko.ssh_exception.SSHException: Unable to connect to localhost: [Errno 101] Network is unreachable
我注意到 base_hook 指向本地主机,sftp_sensor 指向正确的服务器....我需要设置基本挂钩吗?我错过了一步吗?谢谢您的帮助! =)
刚刚意识到我的错误...
问题 #1 不好 sftp_connection 名称:
s0 = SFTPSensor(
task_id='sensing_task',
path=source_path,
sftp_conn_id=ssh_id, # instead of fs_conn_id
poke_interval=60,
mode='reschedule',
retries=1
)
问题 #2 需要在连接中定义额外的 字段
我创建了一个 public 密钥并将其添加到额外字段中:
{"key_file": "/airflow/generated_sshkey_dir/id_rsa.pub", "no_host_key_check": true}
Sooo,这使我的连接容易受到 中间人攻击,因为我没有检查主机密钥。就我而言,这个解决方案就足够了。