无法在Ubuntu容器中使用DockerOperator从Airflow容器执行命令
我对Docker+Airflow非常陌生。下面是我正在努力实现的目标 我有4个服务,如下面的合成文件所示。3个与气流有关,一个作为测试实例。与气流相关的容器:无法在Ubuntu容器中使用DockerOperator从Airflow容器执行命令,docker,ubuntu,docker-compose,airflow,dockeroperator,Docker,Ubuntu,Docker Compose,Airflow,Dockeroperator,我对Docker+Airflow非常陌生。下面是我正在努力实现的目标 我有4个服务,如下面的合成文件所示。3个与气流有关,一个作为测试实例。与气流相关的容器:气流数据库,气流Web服务器,气流调度器能够相互通信,并且我能够运行示例DAG。 现在我添加了第四个服务(ubuntu),我正试图使用DockerOperator从DAG发送一个简单的命令“/bin/sleep 10”(下面是DAG文件)。但由于某些原因,我收到了“权限被拒绝”消息(也附上了DAG错误文件) 如果我从localhost运行气
气流数据库
,气流Web服务器
,气流调度器
能够相互通信,并且我能够运行示例DAG。
现在我添加了第四个服务(ubuntu),我正试图使用DockerOperator从DAG发送一个简单的命令“/bin/sleep 10”(下面是DAG文件)。但由于某些原因,我收到了“权限被拒绝”消息(也附上了DAG错误文件)
如果我从localhost运行气流,而不是从docker容器内部运行气流,它就会工作
不知道我错过了什么。以下是我尝试过的一些方法:
- 在docker_url中:
tcp://172.20.0.1
认为它可以通过docker主机ip解决
- 可能是airflow web服务器的airflow用户被Ubuntu开除了
- 因此,在Ubuntu容器中创建了一个组,并向其中添加了一个用户——不,也不起作用
- api_版本:选项“自动”也不起作用,并不断给出版本未找到错误。因此,我必须使用1.41硬编码,因为我在
命令中发现了这一点。不确定这是不是应该的docker version
version: '3.2'
services:
# Ubuntu Container
ubuntu:
image: ubuntu
networks:
- mynetwork
# Airflow Database
airflow-database:
image: postgres:12
env_file:
- .env
ports:
- 5432:5432
volumes:
- /var/run/docker.sock:/var/run/docker.sock
- ./airflow/database/data:/var/lib/postgresql/data/pgdata
- ./airflow/database/logs:/var/lib/postgresql/data/log
command: >
postgres
-c listen_addresses=*
-c logging_collector=on
-c log_destination=stderr
-c max_connections=200
networks:
- mynetwork
# Airflow DB Init
initdb:
image: apache/airflow:2.0.0-python3.8
env_file:
- .env
depends_on:
- airflow-database
volumes:
- /var/run/docker.sock:/var/run/docker.sock
- ./airflow/metadata-airflow/dags:/opt/airflow/dags
- ./airflow/logs:/opt/airflow/logs
entrypoint: /bin/bash
command: -c "airflow db init && airflow users create --firstname admin --lastname admin --email admin@admin.com --password admin --username admin --role Admin"
networks:
- mynetwork
# Airflow Webserver
airflow-webserver:
image: apache/airflow:2.0.0-python3.8
env_file:
- .env
depends_on:
- airflow-database
volumes:
- /var/run/docker.sock:/var/run/docker.sock
- ./airflow/metadata-airflow/dags:/opt/airflow/dags
- ./airflow/logs:/opt/airflow/logs
ports:
- 8080:8080
deploy:
restart_policy:
condition: on-failure
delay: 8s
max_attempts: 3
command: webserver
healthcheck:
test: ["CMD-SHELL", "[ -f /opt/airflow/airflow-webserver.pid ]"]
interval: 30s
timeout: 30s
retries: 3
networks:
- mynetwork
# Airflow Scheduler
airflow-scheduler:
image: apache/airflow:2.0.0-python3.8
env_file:
- .env
depends_on:
- airflow-database
- airflow-webserver
volumes:
- /var/run/docker.sock:/var/run/docker.sock
- ./airflow/metadata-airflow/dags:/opt/airflow/dags
- ./airflow/logs:/opt/airflow/logs
deploy:
restart_policy:
condition: on-failure
delay: 8s
max_attempts: 3
command: scheduler
networks:
- mynetwork
networks:
mynetwork:
DAG文件
from datetime import timedelta
from airflow import DAG
from airflow.operators.bash_operator import BashOperator
from airflow.providers.docker.operators.docker import DockerOperator
from airflow.utils.dates import days_ago
default_args = {
'owner': 'airflow',
'depends_on_past': False,
'email': ['airflow@example.com'],
'email_on_failure': False,
'email_on_retry': False,
}
dag = DAG(
'docker_sample',
default_args=default_args,
schedule_interval=None,
start_date=days_ago(2),
)
t1 = DockerOperator(
task_id='docker_op_tester',
api_version='auto',
image='ubuntu',
docker_url='unix://var/run/docker.sock',
auto_remove=True,
command=[
"/bin/bash",
"-c",
"/bin/sleep 30; "],
network_mode='bridge',
dag=dag,
)
t1
DAG错误日志
*** Reading local file: /opt/airflow/logs/docker_sample/docker_op_tester/2021-01-09T05:16:17.174981+00:00/1.log
[2021-01-09 05:16:26,726] {taskinstance.py:826} INFO - Dependencies all met for <TaskInstance: docker_sample.docker_op_tester 2021-01-09T05:16:17.174981+00:00 [queued]>
[2021-01-09 05:16:26,774] {taskinstance.py:826} INFO - Dependencies all met for <TaskInstance: docker_sample.docker_op_tester 2021-01-09T05:16:17.174981+00:00 [queued]>
[2021-01-09 05:16:26,775] {taskinstance.py:1017} INFO -
--------------------------------------------------------------------------------
[2021-01-09 05:16:26,776] {taskinstance.py:1018} INFO - Starting attempt 1 of 1
[2021-01-09 05:16:26,776] {taskinstance.py:1019} INFO -
--------------------------------------------------------------------------------
[2021-01-09 05:16:26,790] {taskinstance.py:1038} INFO - Executing <Task(DockerOperator): docker_op_tester> on 2021-01-09T05:16:17.174981+00:00
[2021-01-09 05:16:26,794] {standard_task_runner.py:51} INFO - Started process 1057 to run task
[2021-01-09 05:16:26,817] {standard_task_runner.py:75} INFO - Running: ['airflow', 'tasks', 'run', 'docker_sample', 'docker_op_tester', '2021-01-09T05:16:17.174981+00:00', '--job-id', '360', '--pool', 'default_pool', '--raw', '--subdir', 'DAGS_FOLDER/example_docker.py', '--cfg-path', '/tmp/tmp4phq52dv']
[2021-01-09 05:16:26,821] {standard_task_runner.py:76} INFO - Job 360: Subtask docker_op_tester
[2021-01-09 05:16:26,932] {logging_mixin.py:103} INFO - Running <TaskInstance: docker_sample.docker_op_tester 2021-01-09T05:16:17.174981+00:00 [running]> on host 367f0fc7d092
[2021-01-09 05:16:27,036] {taskinstance.py:1230} INFO - Exporting the following env vars:
AIRFLOW_CTX_DAG_EMAIL=airflow@example.com
AIRFLOW_CTX_DAG_OWNER=airflow
AIRFLOW_CTX_DAG_ID=docker_sample
AIRFLOW_CTX_TASK_ID=docker_op_tester
AIRFLOW_CTX_EXECUTION_DATE=2021-01-09T05:16:17.174981+00:00
AIRFLOW_CTX_DAG_RUN_ID=manual__2021-01-09T05:16:17.174981+00:00
[2021-01-09 05:16:27,054] {taskinstance.py:1396} ERROR - ('Connection aborted.', PermissionError(13, 'Permission denied'))
Traceback (most recent call last):
File "/home/airflow/.local/lib/python3.8/site-packages/urllib3/connectionpool.py", line 670, in urlopen
httplib_response = self._make_request(
File "/home/airflow/.local/lib/python3.8/site-packages/urllib3/connectionpool.py", line 392, in _make_request
conn.request(method, url, **httplib_request_kw)
File "/usr/local/lib/python3.8/http/client.py", line 1255, in request
self._send_request(method, url, body, headers, encode_chunked)
File "/usr/local/lib/python3.8/http/client.py", line 1301, in _send_request
self.endheaders(body, encode_chunked=encode_chunked)
File "/usr/local/lib/python3.8/http/client.py", line 1250, in endheaders
self._send_output(message_body, encode_chunked=encode_chunked)
File "/usr/local/lib/python3.8/http/client.py", line 1010, in _send_output
self.send(msg)
File "/usr/local/lib/python3.8/http/client.py", line 950, in send
self.connect()
File "/home/airflow/.local/lib/python3.8/site-packages/docker/transport/unixconn.py", line 43, in connect
sock.connect(self.unix_socket)
PermissionError: [Errno 13] Permission denied
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/home/airflow/.local/lib/python3.8/site-packages/requests/adapters.py", line 439, in send
resp = conn.urlopen(
File "/home/airflow/.local/lib/python3.8/site-packages/urllib3/connectionpool.py", line 726, in urlopen
retries = retries.increment(
File "/home/airflow/.local/lib/python3.8/site-packages/urllib3/util/retry.py", line 410, in increment
raise six.reraise(type(error), error, _stacktrace)
File "/home/airflow/.local/lib/python3.8/site-packages/urllib3/packages/six.py", line 734, in reraise
raise value.with_traceback(tb)
File "/home/airflow/.local/lib/python3.8/site-packages/urllib3/connectionpool.py", line 670, in urlopen
httplib_response = self._make_request(
File "/home/airflow/.local/lib/python3.8/site-packages/urllib3/connectionpool.py", line 392, in _make_request
conn.request(method, url, **httplib_request_kw)
File "/usr/local/lib/python3.8/http/client.py", line 1255, in request
self._send_request(method, url, body, headers, encode_chunked)
File "/usr/local/lib/python3.8/http/client.py", line 1301, in _send_request
self.endheaders(body, encode_chunked=encode_chunked)
File "/usr/local/lib/python3.8/http/client.py", line 1250, in endheaders
self._send_output(message_body, encode_chunked=encode_chunked)
File "/usr/local/lib/python3.8/http/client.py", line 1010, in _send_output
self.send(msg)
File "/usr/local/lib/python3.8/http/client.py", line 950, in send
self.connect()
File "/home/airflow/.local/lib/python3.8/site-packages/docker/transport/unixconn.py", line 43, in connect
sock.connect(self.unix_socket)
urllib3.exceptions.ProtocolError: ('Connection aborted.', PermissionError(13, 'Permission denied'))
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/home/airflow/.local/lib/python3.8/site-packages/airflow/models/taskinstance.py", line 1086, in _run_raw_task
self._prepare_and_execute_task_with_callbacks(context, task)
File "/home/airflow/.local/lib/python3.8/site-packages/airflow/models/taskinstance.py", line 1260, in _prepare_and_execute_task_with_callbacks
result = self._execute_task(context, task_copy)
File "/home/airflow/.local/lib/python3.8/site-packages/airflow/models/taskinstance.py", line 1300, in _execute_task
result = task_copy.execute(context=context)
File "/home/airflow/.local/lib/python3.8/site-packages/airflow/providers/docker/operators/docker.py", line 286, in execute
if self.force_pull or not self.cli.images(name=self.image):
File "/home/airflow/.local/lib/python3.8/site-packages/docker/api/image.py", line 89, in images
res = self._result(self._get(self._url("/images/json"), params=params),
File "/home/airflow/.local/lib/python3.8/site-packages/docker/utils/decorators.py", line 46, in inner
return f(self, *args, **kwargs)
File "/home/airflow/.local/lib/python3.8/site-packages/docker/api/client.py", line 230, in _get
return self.get(url, **self._set_request_timeout(kwargs))
File "/home/airflow/.local/lib/python3.8/site-packages/requests/sessions.py", line 543, in get
return self.request('GET', url, **kwargs)
File "/home/airflow/.local/lib/python3.8/site-packages/requests/sessions.py", line 530, in request
resp = self.send(prep, **send_kwargs)
File "/home/airflow/.local/lib/python3.8/site-packages/requests/sessions.py", line 643, in send
r = adapter.send(request, **kwargs)
File "/home/airflow/.local/lib/python3.8/site-packages/requests/adapters.py", line 498, in send
raise ConnectionError(err, request=request)
requests.exceptions.ConnectionError: ('Connection aborted.', PermissionError(13, 'Permission denied'))
[2021-01-09 05:16:27,073] {taskinstance.py:1433} INFO - Marking task as FAILED. dag_id=docker_sample, task_id=docker_op_tester, execution_date=20210109T051617, start_date=20210109T051626, end_date=20210109T051627
[2021-01-09 05:16:27,136] {local_task_job.py:118} INFO - Task exited with return code 1
***正在读取本地文件:/opt/aiffort/logs/docker_sample/docker_op_tester/2021-01-09T05:16:17.174981+00:00/1.log
[2021-01-09 05:16:26726]{taskinstance.py:826}信息-所有依赖项都满足以下条件:
[2021-01-09 05:16:26774]{taskinstance.py:826}信息-所有依赖项都满足以下条件:
[2021-01-09 05:16:26775]{taskinstance.py:1017}信息-
--------------------------------------------------------------------------------
[2021-01-09 05:16:26776]{taskinstance.py:1018}信息-开始尝试1次中的第1次
[2021-01-09 05:16:26776]{taskinstance.py:1019}信息-
--------------------------------------------------------------------------------
[2021-01-09 05:16:26790]{taskinstance.py:1038}INFO-在2021-01-09T05:16:17.174981+00:00执行
[2021-01-09 05:16:26794]{standard_task_runner.py:51}INFO-已启动进程1057以运行任务
[2021-01-09 05:16:26817]{standard_task_runner.py:75}运行信息:['aiffort'、'tasks'、'run'、'docker_sample'、'docker_op_tester'、'2021-01-09T05:16:17.174981+00:00'、'--job id'、'360'、'-pool'、'default_pool'、'-raw'、'-subdir'、'DAGS'、'DAGS_文件夹/example_docker.py'、'cfg'、'cfg path'、'tmp/tmp4; qdv']
[2021-01-09 05:16:26821]{standard_task_runner.py:76}信息-作业360:子任务docker_op_tester
[2021-01-09 05:16:26932]{logging_mixin.py:103}信息-在主机367f0fc7d092上运行
[2021-01-09 05:16:27036]{taskinstance.py:1230}信息-导出以下环境变量:
气流\u CTX\u DAG\u电子邮件=airflow@example.com
气流\u CTX\u DAG\u所有者=气流
气流\u CTX\u DAG\u ID=docker\u样本
气流\u CTX\u任务\u ID=docker\u op\u测试仪
空气流量执行日期=2021-01-09T05:16:17.174981+00:00
气流(CTX)流量(DAG)运行ID=手动(2021-01-09T05:16:17.174981+00:00)
[2021-01-09 05:16:27054]{taskinstance.py:1396}错误-('Connection aborted',PermissionError(13,'Permission denied'))
回溯(最近一次呼叫最后一次):
urlopen中第670行的文件“/home/aiffort/.local/lib/python3.8/site packages/urlib3/connectionpool.py”
httplib\u response=self.\u发出请求(
文件“/home/afflow/.local/lib/python3.8/site packages/urllib3/connectionpool.py”,第392行,在请求中
conn.request(方法,url,**httplib\u request\u kw)
请求中的文件“/usr/local/lib/python3.8/http/client.py”,第1255行
self.\u发送\u请求(方法、url、正文、标题、编码\u分块)
文件“/usr/local/lib/python3.8/http/client.py”,第1301行,在发送请求中
self.endheaders(body,encode\u chunked=encode\u chunked)
文件“/usr/local/lib/python3.8/http/client.py”,第1250行,在endheaders中
self.\u发送\u输出(消息体,encode\u chunked=encode\u chunked)
文件“/usr/local/lib/python3.8/http/client.py”,第1010行,在发送输出中
self.send(msg)
文件“/usr/local/lib/python3.8/http/client.py”,第950行,在send中
self.connect()
文件“/home/afflow/.local/lib/python3.8/site packages/docker/transport/unixconn.py”,第43行,在connect中
sock.connect(self.unix\u套接字)
PermissionError:[Errno 13]权限被拒绝
在处理上述异常期间,发生了另一个异常:
回溯(最近一次呼叫最后一次):
文件“/home/afflow/.local/lib/python3.8/site packages/requests/adapters.py”,第439行,在send中
resp=conn.urlopen(
urlopen中的文件“/home/afflow/.local/lib/python3.8/site packages/urlib3/connectionpool.py”,第726行
重试次数=重试次数。增量(
文件“/home/afflow/.local/lib/python3.8/site packages/urllib3/util/retry.py”,第410行,增量
升起六个。重新升起(类型(错误),错误,_stacktrace)
文件“/home/afflow/.local/lib/python3.8/site packages/urllib3/packages/six.py”,第734行,在reraise中
通过_回溯(tb)提升值
urlopen中第670行的文件“/home/aiffort/.local/lib/python3.8/site packages/urlib3/connectionpool.py”
httplib\u response=self.\u发出请求(
文件“/home/afflow/.local/lib/python3.8/site packages/urllib3/connectionpool.py”,第392行,在请求中
conn.request(方法,url,**httpl
image: apache/airflow:2.0.0-python3.8
group_add:
- 1001
AIRFLOW__CORE__ENABLE_XCOM_PICKLING=True