[openstack-dev] [TaskFlow] TaskFlow persistence: Job failure retry

Joshua Harlow harlowja at fastmail.com
Wed Jun 1 21:30:03 UTC 2016


Interesting way to combine taskflow + celery.

I didn't expect it to be used like this, but the more power to you!

Taskflow itself has some similar capabilities via 
http://docs.openstack.org/developer/taskflow/workers.html#design but 
anyway what u've done is pretty neat as well.

I am assuming this isn't an openstack project (due to usage of celery), 
any details on what's being worked on (am curious here)?

pnkk wrote:
> Thanks for the nice documentation.
>
> To my knowledge celery is widely used for distributed task processing.
> This fits our requirement perfectly where we want to return immediate
> response to the user from our API server and run long running task in
> background. Celery also gives flexibility with the worker
> types(process(can overcome GIL problems too)/evetlet...) and it also
> provides nice message brokers(rabbitmq,redis...)
>
> We used both celery and taskflow for our core processing to leverage the
> benefits of both. Taskflow provides nice primitives like(execute,
> revert, pre,post stuf) which takes off the load from the application.
>
> As far as the actual issue is concerned, I found one way to solve it by
> using celery "retry" option. This along with late_acks makes the
> application highly fault tolerant.
>
> http://docs.celeryproject.org/en/latest/faq.html#faq-acks-late-vs-retry
>
> Regards,
> Kanthi
>
>
> On Sat, May 28, 2016 at 1:51 AM, Joshua Harlow <harlowja at fastmail.com
> <mailto:harlowja at fastmail.com>> wrote:
>
>     Seems like u could just use
>     http://docs.openstack.org/developer/taskflow/jobs.html (it appears
>     that you may not be?); the job itself would when failed be then
>     worked on by a different job consumer.
>
>     Have u looked at those? It almost appears that u are using celery as
>     a job distribution system (similar to the jobs.html link mentioned
>     above)? Is that somewhat correct (I haven't seen anyone try this,
>     wondering how u are using it and the choices that directed u to
>     that, aka, am curious)?
>
>     -Josh
>
>     pnkk wrote:
>
>         To be specific, we hit this issue when the node running our
>         service is
>         rebooted.
>         Our solution is designed in a way that each and every job is a
>         celery
>         task and inside celery task, we create taskflow flow.
>
>         We enabled late_acks in celery(uses rabbitmq as message broker),
>         so if
>         our service/node goes down, other healthy service can pick the
>         job and
>         completes it.
>         This works fine, but we just hit this rare case where the node was
>         rebooted just when taskflow is updating something to the database.
>
>         In this case, it raises an exception and the job is marked
>         failed. Since
>         it is complete(with failure), message is removed from the
>         rabbitmq and
>         other worker would not be able to process it.
>         Can taskflow handle such I/O errors gracefully or should
>         application try
>         to catch this exception? If application has to handle it what would
>         happen to that particular database transaction which failed just
>         when
>         the node is rebooted? Who will retry this transaction?
>
>         Thanks,
>         Kanthi
>
>         On Fri, May 27, 2016 at 5:39 PM, pnkk <pnkk2016 at gmail.com
>         <mailto:pnkk2016 at gmail.com>
>         <mailto:pnkk2016 at gmail.com <mailto:pnkk2016 at gmail.com>>> wrote:
>
>              Hi,
>
>              When taskflow engine is executing a job, the execution
>         failed due to
>              IO error(traceback pasted below).
>
>              2016-05-25 19:45:21.717 7119 ERROR
>              taskflow.engines.action_engine.engine 127.0.1.1 [-]  Engine
>              execution has failed, something bad must of happened (last 10
>              machine transitions were [('SCHEDULING', 'WAITING'),
>         ('WAITING',
>         'ANALYZING'), ('ANALYZING', 'SCHEDULING'), ('SCHEDULING',
>         'WAITING'), ('WAITING', 'ANALYZING'), ('ANALYZING', 'SCHEDULING'),
>              ('SCHEDULING', 'WAITING'), ('WAITING', 'ANALYZING'),
>         ('ANALYZING',
>         'GAME_OVER'), ('GAME_OVER', 'FAILURE')])
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine Traceback (most
>         recent call last):
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/engines/action_engine/engine.py",
>              line 269, in run_iter
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>              failure.Failure.reraise_if_any(memory.failures)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/types/failure.py",
>              line 336, in reraise_if_any
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     failures[0].reraise()
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/types/failure.py",
>              line 343, in reraise
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>           six.reraise(*self._exc_info)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/engines/action_engine/scheduler.py",
>              line 94, in schedule
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>              futures.add(scheduler.schedule(atom))
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/engines/action_engine/scheduler.py",
>              line 67, in schedule
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     return
>              self._task_action.schedule_execution(task)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/engines/action_engine/actions/task.py",
>              line 99, in schedule_execution
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>           self.change_state(task,
>              states.RUNNING, progress=0.0)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/engines/action_engine/actions/task.py",
>              line 67, in change_state
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>              self._storage.set_atom_state(task.name <http://task.name>
>         <http://task.name>, state)
>
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/fasteners/lock.py",
>              line 85, in wrapper
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     return f(self, *args,
>              **kwargs)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/storage.py",
>              line 486, in set_atom_state
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>              self._with_connection(self._save_atom_detail, source, clone)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/storage.py",
>              line 341, in _with_connection
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     return functor(conn,
>              *args, **kwargs)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/storage.py",
>              line 471, in _save_atom_detail
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>
>         original_atom_detail.update(conn.update_atom_details(atom_detail))
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/taskflow/persistence/backends/impl_sqlalchemy.py",
>              line 427, in update_atom_details
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     row =
>         conn.execute(q).first()
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/engine/base.py",
>              line 914, in execute
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     return meth(self,
>              multiparams, params)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/sql/elements.py",
>              line 323, in _execute_on_connection
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     return
>              connection._execute_clauseelement(self, multiparams, params)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/engine/base.py",
>              line 1003, in _execute_clauseelement
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>              inline=len(distilled_params) > 1)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File "<string>",
>         line 1, in
>         <lambda>
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/sql/elements.py",
>              line 494, in compile
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     return
>              self._compiler(dialect, bind=bind, **kw)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/sql/elements.py",
>              line 500, in _compiler
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     return
>              dialect.statement_compiler(dialect, self, **kw)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/sql/compiler.py",
>              line 392, in __init__
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>           Compiled.__init__(self,
>              dialect, statement, **kwargs)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/sql/compiler.py",
>              line 190, in __init__
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     self.string =
>              self.process(self.statement, **compile_kwargs)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/sql/compiler.py",
>              line 213, in process
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     return
>              obj._compiler_dispatch(self, **kwargs)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/sql/visitors.py",
>              line 81, in _compiler_dispatch
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     return meth(self,
>         **kw)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/sql/compiler.py",
>              line 1579, in visit_select
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     for name, column in
>              select._columns_plus_names
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/sqlalchemy/sql/compiler.py",
>              line 1347, in _label_select_column
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>              add_to_result_map=add_to_result_map
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/celery/apps/worker.py",
>              line 288, in _handle_request
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine     safe_say('worker: {0}
>              shutdown (MainProcess)'.format(how))
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine   File
>         "/opt/nso/nso-1.1223-default/nfvo-0.8.0.dev1438/.venv/local/lib/python2.7/site-packages/celery/apps/worker.py",
>              line 73, in safe_say
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine
>           print('\n{0}'.format(msg),
>              file=sys.__stderr__)
>              2016-05-25 19:45:21.717 7119 TRACE
>              taskflow.engines.action_engine.engine IOError: [Errno 5]
>              Input/output error
>              2016-05-25 19:45:21.717 7119 TRACE
>         taskflow.engines.action_engine.engine
>
>              There could be a transient network issue which prevents
>         taskflow
>              from reaching the mysql node.
>              Can you please suggest a graceful way of handling it and
>         continue
>              processing the execution?
>
>              Thanks,
>              Kanthi
>
>
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