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Posted to commits@airflow.apache.org by "Qian Yu (Jira)" <ji...@apache.org> on 2020/01/10 04:23:00 UTC

[jira] [Updated] (AIRFLOW-6527) Error sending Celery task:Timeout in send_task_to_executor

     [ https://issues.apache.org/jira/browse/AIRFLOW-6527?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Qian Yu updated AIRFLOW-6527:
-----------------------------
    Description: 
We use Airflow with CeleryExecutor and redis broker. Our airflow scheduler often encounters this \{{AirflowTaskTimeout}} error. 
- This happens in \{{send_task_to_executor()}}. 
- It only happens occasionally. 
- Retrying the failed task a few times always works.
- This affects at least 1.10.6 and 1.10.7 and possibly other versions too. 

Possible cause:
Our airflow venv and dags_folder are on an NFS mount because we want to keep the various pieces of Airflow services in sync. 
The NFS mount can be slow sometimes. This causes the import to be slow and causes \{{send_task_to_executor()}} to take more than 2 seconds.

Other people with similar looking problems:
The following issue is now closed. It's not clear to me whether or how the user resolved this issue.
https://github.com/bitnami/bitnami-docker-airflow-scheduler/issues/1

Another user asked a question in the mailing list. It's not answered.
https://www.mail-archive.com/dev@airflow.apache.org/msg01093.html

Proposed workaround:
- Make this `timeout(seconds=2)` configurable. E.g adding a [celery]send_task_timeout to airflow.cfg. Since 2 seconds seems too short, we can configure it to something like 15 seconds to make it much less likely to happen.
- Move airflow venv to the local disk. This makes it inconvenient to sync airflow installation across multiple hosts though.

{code}
Jan 09 22:46:59 scheduler_host airflow[18882]: [2020-01-09 22:46:59,763] \{celery_executor.py:224} ERROR - Error sending Celery task:Timeout, PID: 27724
Jan 09 22:46:59 scheduler_host airflow[18882]: Celery Task ID: ('example_daily', 'example_sensor1', datetime.datetime(2020, 1, 9, 0, 0, tzinfo=<TimezoneInfo [UTC, GMT, +00:00:00, STD]>), 1)
Jan 09 22:46:59 scheduler_host airflow[18882]: Traceback (most recent call last):
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/kombu/utils/objects.py", line 42, in __get__
Jan 09 22:46:59 scheduler_host airflow[18882]: return obj.__dict__[self.__name__]
Jan 09 22:46:59 scheduler_host airflow[18882]: KeyError: 'amqp'
Jan 09 22:46:59 scheduler_host airflow[18882]: During handling of the above exception, another exception occurred:
Jan 09 22:46:59 scheduler_host airflow[18882]: Traceback (most recent call last):
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/airflow/executors/celery_executor.py", line 118, in send_task_to_executor
Jan 09 22:46:59 scheduler_host airflow[18882]: result = task.apply_async(args=[command], queue=queue)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/task.py", line 570, in apply_async
Jan 09 22:46:59 scheduler_host airflow[18882]: **options
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/base.py", line 712, in send_task
Jan 09 22:46:59 scheduler_host airflow[18882]: amqp = self.amqp
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/kombu/utils/objects.py", line 44, in __get__
Jan 09 22:46:59 scheduler_host airflow[18882]: value = obj.__dict__[self.__name__] = self.__get(obj)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/base.py", line 1202, in amqp
Jan 09 22:46:59 scheduler_host airflow[18882]: return instantiate(self.amqp_cls, app=self)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/utils/imports.py", line 55, in instantiate
Jan 09 22:46:59 scheduler_host airflow[18882]: return symbol_by_name(name)(*args, **kwargs)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/kombu/utils/imports.py", line 57, in symbol_by_name
Jan 09 22:46:59 scheduler_host airflow[18882]: module = imp(module_name, package=package, **kwargs)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/usr/lib/python3.6/importlib/__init__.py", line 126, in import_module
Jan 09 22:46:59 scheduler_host airflow[18882]: return _bootstrap._gcd_import(name[level:], package, level)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 994, in _gcd_import
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 971, in _find_and_load
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 955, in _find_and_load_unlocked
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 665, in _load_unlocked
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 678, in exec_module
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 219, in _call_with_frames_removed
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/amqp.py", line 23, in <module>
Jan 09 22:46:59 scheduler_host airflow[18882]: from . import routes as _routes
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 971, in _find_and_load
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 951, in _find_and_load_unlocked
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 894, in _find_spec
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 1157, in find_spec
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 1129, in _get_spec
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 1271, in find_spec
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 96, in _path_isfile
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 88, in _path_is_mode_type
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 82, in _path_stat
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/airflow/utils/timeout.py", line 43, in handle_timeout
Jan 09 22:46:59 scheduler_host airflow[18882]: raise AirflowTaskTimeout(self.error_message)
Jan 09 22:46:59 scheduler_host airflow[18882]: airflow.exceptions.AirflowTaskTimeout: Timeout, PID: 27724
Jan 09 22:46:59 scheduler_host airflow[18882]: [2020-01-09 22:46:59,764] \{celery_executor.py:224} ERROR - Error sending Celery task:Timeout, PID: 27725
{code}

This is the code that causes this. The timeout(seconds=2) is hardcoded:
{code:python}
def send_task_to_executor(task_tuple):
    key, simple_ti, command, queue, task = task_tuple
    try:
        with timeout(seconds=2):
            result = task.apply_async(args=[command], queue=queue)
    except Exception as e:
        exception_traceback = "Celery Task ID: {}\n{}".format(key,
                                                              traceback.format_exc())
        result = ExceptionWithTraceback(e, exception_traceback)

    return key, command, result
{code}

  was:
We use Airflow with CeleryExecutor and redis broker. Our airflow scheduler often encounters this \{{AirflowTaskTimeout}} error. 
- This happens in \{{send_task_to_executor()}}. 
- It only happens occasionally. 
- Retrying the failed task a few times always works.
- This affects at least 1.10.6 and 1.10.7 and possibly other versions too. 

Possible cause:
Our airflow venv and dags_folder are on an NFS mount because we want to keep the various pieces of Airflow services in sync. 
The NFS mount can be slow sometimes. This causes the import to be slow and causes \{{send_task_to_executor()}} to take more than 2 seconds.

Other people with similar looking problems:
The following issue is now closed. It's not clear to me whether or how the user resolved this issue.
https://github.com/bitnami/bitnami-docker-airflow-scheduler/issues/1

Another user asked a question in the mailing list. It's not answered.
https://www.mail-archive.com/dev@airflow.apache.org/msg01093.html

Proposed workaround:
- Make this `timeout(seconds=2)` configurable. E.g adding a [celery]send_task_timeout to airflow.cfg. Since 2 seconds seems too short, we can configure it to something like 15 seconds to make it much less likely to happen.
- Move airflow venv to the local disk. This makes it inconvenient to sync airflow installation across multiple hosts though.

{code}
Jan 09 22:46:59 scheduler_host airflow[18882]: [2020-01-09 22:46:59,763] \{celery_executor.py:224} ERROR - Error sending Celery task:Timeout, PID: 27724
Jan 09 22:46:59 scheduler_host airflow[18882]: Celery Task ID: ('example_daily', 'example_sensor1', datetime.datetime(2020, 1, 9, 0, 0, tzinfo=<TimezoneInfo [UTC, GMT, +00:00:00, STD]>), 1)
Jan 09 22:46:59 scheduler_host airflow[18882]: Traceback (most recent call last):
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/kombu/utils/objects.py", line 42, in __get__
Jan 09 22:46:59 scheduler_host airflow[18882]: return obj.__dict__[self.__name__]
Jan 09 22:46:59 scheduler_host airflow[18882]: KeyError: 'amqp'
Jan 09 22:46:59 scheduler_host airflow[18882]: During handling of the above exception, another exception occurred:
Jan 09 22:46:59 scheduler_host airflow[18882]: Traceback (most recent call last):
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/airflow/executors/celery_executor.py", line 118, in send_task_to_executor
Jan 09 22:46:59 scheduler_host airflow[18882]: result = task.apply_async(args=[command], queue=queue)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/task.py", line 570, in apply_async
Jan 09 22:46:59 scheduler_host airflow[18882]: **options
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/base.py", line 712, in send_task
Jan 09 22:46:59 scheduler_host airflow[18882]: amqp = self.amqp
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/kombu/utils/objects.py", line 44, in __get__
Jan 09 22:46:59 scheduler_host airflow[18882]: value = obj.__dict__[self.__name__] = self.__get(obj)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/base.py", line 1202, in amqp
Jan 09 22:46:59 scheduler_host airflow[18882]: return instantiate(self.amqp_cls, app=self)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/utils/imports.py", line 55, in instantiate
Jan 09 22:46:59 scheduler_host airflow[18882]: return symbol_by_name(name)(*args, **kwargs)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/kombu/utils/imports.py", line 57, in symbol_by_name
Jan 09 22:46:59 scheduler_host airflow[18882]: module = imp(module_name, package=package, **kwargs)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/usr/lib/python3.6/importlib/__init__.py", line 126, in import_module
Jan 09 22:46:59 scheduler_host airflow[18882]: return _bootstrap._gcd_import(name[level:], package, level)
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 994, in _gcd_import
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 971, in _find_and_load
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 955, in _find_and_load_unlocked
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 665, in _load_unlocked
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 678, in exec_module
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 219, in _call_with_frames_removed
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/amqp.py", line 23, in <module>
Jan 09 22:46:59 scheduler_host airflow[18882]: from . import routes as _routes
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 971, in _find_and_load
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 951, in _find_and_load_unlocked
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 894, in _find_spec
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 1157, in find_spec
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 1129, in _get_spec
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 1271, in find_spec
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 96, in _path_isfile
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 88, in _path_is_mode_type
Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 82, in _path_stat
Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/airflow/utils/timeout.py", line 43, in handle_timeout
Jan 09 22:46:59 scheduler_host airflow[18882]: raise AirflowTaskTimeout(self.error_message)
Jan 09 22:46:59 scheduler_host airflow[18882]: airflow.exceptions.AirflowTaskTimeout: Timeout, PID: 27724
Jan 09 22:46:59 scheduler_host airflow[18882]: [2020-01-09 22:46:59,764] \{celery_executor.py:224} ERROR - Error sending Celery task:Timeout, PID: 27725
{code}


> Error sending Celery task:Timeout in send_task_to_executor
> ----------------------------------------------------------
>
>                 Key: AIRFLOW-6527
>                 URL: https://issues.apache.org/jira/browse/AIRFLOW-6527
>             Project: Apache Airflow
>          Issue Type: Bug
>          Components: scheduler
>    Affects Versions: 1.10.7
>            Reporter: Qian Yu
>            Priority: Major
>
> We use Airflow with CeleryExecutor and redis broker. Our airflow scheduler often encounters this \{{AirflowTaskTimeout}} error. 
> - This happens in \{{send_task_to_executor()}}. 
> - It only happens occasionally. 
> - Retrying the failed task a few times always works.
> - This affects at least 1.10.6 and 1.10.7 and possibly other versions too. 
> Possible cause:
> Our airflow venv and dags_folder are on an NFS mount because we want to keep the various pieces of Airflow services in sync. 
> The NFS mount can be slow sometimes. This causes the import to be slow and causes \{{send_task_to_executor()}} to take more than 2 seconds.
> Other people with similar looking problems:
> The following issue is now closed. It's not clear to me whether or how the user resolved this issue.
> https://github.com/bitnami/bitnami-docker-airflow-scheduler/issues/1
> Another user asked a question in the mailing list. It's not answered.
> https://www.mail-archive.com/dev@airflow.apache.org/msg01093.html
> Proposed workaround:
> - Make this `timeout(seconds=2)` configurable. E.g adding a [celery]send_task_timeout to airflow.cfg. Since 2 seconds seems too short, we can configure it to something like 15 seconds to make it much less likely to happen.
> - Move airflow venv to the local disk. This makes it inconvenient to sync airflow installation across multiple hosts though.
> {code}
> Jan 09 22:46:59 scheduler_host airflow[18882]: [2020-01-09 22:46:59,763] \{celery_executor.py:224} ERROR - Error sending Celery task:Timeout, PID: 27724
> Jan 09 22:46:59 scheduler_host airflow[18882]: Celery Task ID: ('example_daily', 'example_sensor1', datetime.datetime(2020, 1, 9, 0, 0, tzinfo=<TimezoneInfo [UTC, GMT, +00:00:00, STD]>), 1)
> Jan 09 22:46:59 scheduler_host airflow[18882]: Traceback (most recent call last):
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/kombu/utils/objects.py", line 42, in __get__
> Jan 09 22:46:59 scheduler_host airflow[18882]: return obj.__dict__[self.__name__]
> Jan 09 22:46:59 scheduler_host airflow[18882]: KeyError: 'amqp'
> Jan 09 22:46:59 scheduler_host airflow[18882]: During handling of the above exception, another exception occurred:
> Jan 09 22:46:59 scheduler_host airflow[18882]: Traceback (most recent call last):
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/airflow/executors/celery_executor.py", line 118, in send_task_to_executor
> Jan 09 22:46:59 scheduler_host airflow[18882]: result = task.apply_async(args=[command], queue=queue)
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/task.py", line 570, in apply_async
> Jan 09 22:46:59 scheduler_host airflow[18882]: **options
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/base.py", line 712, in send_task
> Jan 09 22:46:59 scheduler_host airflow[18882]: amqp = self.amqp
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/kombu/utils/objects.py", line 44, in __get__
> Jan 09 22:46:59 scheduler_host airflow[18882]: value = obj.__dict__[self.__name__] = self.__get(obj)
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/base.py", line 1202, in amqp
> Jan 09 22:46:59 scheduler_host airflow[18882]: return instantiate(self.amqp_cls, app=self)
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/utils/imports.py", line 55, in instantiate
> Jan 09 22:46:59 scheduler_host airflow[18882]: return symbol_by_name(name)(*args, **kwargs)
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/kombu/utils/imports.py", line 57, in symbol_by_name
> Jan 09 22:46:59 scheduler_host airflow[18882]: module = imp(module_name, package=package, **kwargs)
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/usr/lib/python3.6/importlib/__init__.py", line 126, in import_module
> Jan 09 22:46:59 scheduler_host airflow[18882]: return _bootstrap._gcd_import(name[level:], package, level)
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 994, in _gcd_import
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 971, in _find_and_load
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 955, in _find_and_load_unlocked
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 665, in _load_unlocked
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 678, in exec_module
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 219, in _call_with_frames_removed
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/celery/app/amqp.py", line 23, in <module>
> Jan 09 22:46:59 scheduler_host airflow[18882]: from . import routes as _routes
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 971, in _find_and_load
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 951, in _find_and_load_unlocked
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap>", line 894, in _find_spec
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 1157, in find_spec
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 1129, in _get_spec
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 1271, in find_spec
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 96, in _path_isfile
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 88, in _path_is_mode_type
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "<frozen importlib._bootstrap_external>", line 82, in _path_stat
> Jan 09 22:46:59 scheduler_host airflow[18882]: File "/mnt/nfs1/airflow_venv/lib/python3.6/site-packages/airflow/utils/timeout.py", line 43, in handle_timeout
> Jan 09 22:46:59 scheduler_host airflow[18882]: raise AirflowTaskTimeout(self.error_message)
> Jan 09 22:46:59 scheduler_host airflow[18882]: airflow.exceptions.AirflowTaskTimeout: Timeout, PID: 27724
> Jan 09 22:46:59 scheduler_host airflow[18882]: [2020-01-09 22:46:59,764] \{celery_executor.py:224} ERROR - Error sending Celery task:Timeout, PID: 27725
> {code}
> This is the code that causes this. The timeout(seconds=2) is hardcoded:
> {code:python}
> def send_task_to_executor(task_tuple):
>     key, simple_ti, command, queue, task = task_tuple
>     try:
>         with timeout(seconds=2):
>             result = task.apply_async(args=[command], queue=queue)
>     except Exception as e:
>         exception_traceback = "Celery Task ID: {}\n{}".format(key,
>                                                               traceback.format_exc())
>         result = ExceptionWithTraceback(e, exception_traceback)
>     return key, command, result
> {code}



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