.. _whatsnew-4.0: =========================================== What's new in Celery 4.0 (0Today8) =========================================== :Author: Ask Solem (``ask at celeryproject.org``) .. sidebar:: Change history What's new documents describe the changes in major versions, we also have a :ref:`changelog` that lists the changes in bugfix releases (0.0.x), while older series are archived under the :ref:`history` section. Celery is a simple, flexible, and reliable distributed system to process vast amounts of messages, while providing operations with the tools required to maintain such a system. It's a task queue with focus on real-time processing, while also supporting task scheduling. Celery has a large and diverse community of users and contributors, you should come join us :ref:`on IRC ` or :ref:`our mailing-list `. To read more about Celery you should go read the :ref:`introduction `. While this version is backward compatible with previous versions it's important that you read the following section. This version is officially supported on CPython 2.7, 3.4, and 3.5. and also supported on PyPy. .. _`website`: http://celeryproject.org/ .. topic:: Table of Contents Make sure you read the important notes before upgrading to this version. .. contents:: :local: :depth: 2 Preface ======= XXX To be written Wall of Contributors -------------------- XXX Needs update Aaron McMillin, Adam Renberg, Adrien Guinet, Ahmet Demir, Aitor Gómez-Goiri, Albert Wang, Alex Koshelev, Alex Rattray, Alex Williams, Alexander Koshelev, Alexander Lebedev, Alexander Oblovatniy, Alexey Kotlyarov, Ali Bozorgkhan, Alice Zoë Bevan–McGregor, Allard Hoeve, Alman One, Andrea Rabbaglietti, Andrea Rosa, Andrei Fokau, Andrew Rodionoff, Andriy Yurchuk, Aneil Mallavarapu, Areski Belaid, Artyom Koval, Ask Solem, Balthazar Rouberol, Berker Peksag, Bert Vanderbauwhede, Brian Bouterse, Chris Duryee, Chris Erway, Chris Harris, Chris Martin, Corey Farwell, Craig Jellick, Cullen Rhodes, Dallas Marlow, Daniel Wallace, Danilo Bargen, Davanum Srinivas, Dave Smith, David Baumgold, David Harrigan, David Pravec, Dennis Brakhane, Derek Anderson, Dmitry Malinovsky, Dudás Ádám, Dustin J. Mitchell, Ed Morley, Fatih Sucu, Feanil Patel, Felix Schwarz, Fernando Rocha, Flavio Grossi, Frantisek Holop, Gao Jiangmiao, Gerald Manipon, Gilles Dartiguelongue, Gino Ledesma, Hank John, Hogni Gylfason, Ilya Georgievsky, Ionel Cristian Mărieș, James Pulec, Jared Lewis, Jason Veatch, Jasper Bryant-Greene, Jeremy Tillman, Jocelyn Delalande, Joe Jevnik, John Anderson, John Kirkham, John Whitlock, Joshua Harlow, Juan Rossi, Justin Patrin, Kai Groner, Kevin Harvey, Konstantinos Koukopoulos, Kouhei Maeda, Kracekumar Ramaraju, Krzysztof Bujniewicz, Latitia M. Haskins, Len Buckens, Lorenzo Mancini, Lucas Wiman, Luke Pomfrey, Marcio Ribeiro, Marin Atanasov Nikolov, Mark Parncutt, Maxime Vdb, Mher Movsisyan, Michael (:github_user:`michael-k`), Michael Duane Mooring, Michael Permana, Mickaël Penhard, Mike Attwood, Morton Fox, Môshe van der Sterre, Nat Williams, Nathan Van Gheem, Nik Nyby, Omer Katz, Omer Korner, Ori Hoch, Paul Pearce, Paulo Bu, Philip Garnero, Piotr Maślanka, Radek Czajka, Raghuram Srinivasan, Randy Barlow, Rodolfo Carvalho, Roger Hu, Rongze Zhu, Ross Deane, Ryan Luckie, Rémy Greinhofer, Samuel Jaillet, Sergey Azovskov, Sergey Tikhonov, Seungha Kim, Steve Peak, Sukrit Khera, Tadej Janež, Tewfik Sadaoui, Thomas French, Thomas Grainger, Tobias Schottdorf, Tocho Tochev, Valentyn Klindukh, Vic Kumar, Vladimir Bolshakov, Vladimir Gorbunov, Wayne Chang, Wil Langford, Will Thompson, William King, Yury Selivanov, Zoran Pavlovic, 許邱翔, :github_user:`allenling`, :github_user:`bee-keeper`, :github_user:`ffeast`, :github_user:`flyingfoxlee`, :github_user:`gdw2`, :github_user:`gitaarik`, :github_user:`hankjin`, :github_user:`m-vdb`, :github_user:`mdk`, :github_user:`nokrik`, :github_user:`ocean1`, :github_user:`orlo666`, :github_user:`raducc`, :github_user:`wanglei`, :github_user:`worldexception`. .. _v400-important: Important Notes =============== Dropped support for Python 2.6 ------------------------------ Celery now requires Python 2.7 or later, and also drops support for Python 3.3 so supported versions are: - CPython 2.7 - CPython 3.4 - CPython 3.5 - PyPy 5.3 (``pypy2``) - PyPy 2.4 (``pypy3``) Last major version to support Python 2 -------------------------------------- Starting from Celery 5.0 only Python 3.5+ will be supported. To make sure you're not affected by this change you should pin the Celery version in your requirements file, either to a specific version: ``celery==4.0.0``, or a range: ``celery>=4.0,<5.0``. Dropping support for Python 2 will enable us to remove massive amounts of compatibility code, and going with Python 3.5 allows us to take advantage of typing, async/await, asyncio, and similar concepts there's no alternative for in older versions. Celery 4.x will continue to work on Python 2.7, 3.4, 3.5; just as Celery 3.x still works on Python 2.6. Django support -------------- Celery now supports Django 1.8 and newer versions. Removed features ---------------- - Microsoft Windows is no longer supported. - Jython is no longer supported. Features removed for simplicity ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - Webhook task machinery (``celery.task.http``) has been removed. Nowadays it's easy to use the :pypi:`requests` module to write webhook tasks manually. We would love to use requests but we are simply unable to as there's a very vocal 'anti-dependency' mob in the Python community If you need backwards compatibility you can simply copy + paste the 3.1 version of the module and make sure it's imported by the worker: https://github.com/celery/celery/blob/3.1/celery/task/http.py - Task no longer sends error emails. This also removes support for ``app.mail_admins``, and any functionality related to sending emails. - ``celery.contrib.batches`` has been removed. This was an experimental feature, so not covered by our deprecation timeline guarantee. Features removed for lack of funding ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ We announced with the 3.1 release that some transports were moved to experimental status, and that there'd be no official support for the transports, citing a lack of resources. As this subtle hint for the need of funding failed we've removed them completely, breaking backwards compatibility. - Using MongoDB as a broker is no longer supported. - Using the Django ORM as a broker is no longer supported. - Using SQLAlchemy as a broker is no longer supported. - Using CouchDB as a broker is no longer supported. - Using IronMQ as a broker is no longer supported. - Using Beanstalk as a broker is no longer supported. In addition some features have been removed completely so that attempting to use them will raise an exception: - The ``--autoreload`` feature has been removed. This was an experimental feature, and not covered by our deprecation timeline guarantee. The flag is removed completely so the worker will crash at startup when present. Luckily this flag isn't used in production systems. - The ``--autoscale`` feature has been removed. This flag is only used by companies to save money, but had bugs either nobody cared to work on, or sponsor a few hours of work to get it fixed. The flag has been removed completely, so you must remove this command-line argument or your workers will crash. - The experimental ``threads`` pool is no longer supported and has been removed. - The force_execv feature is no longer supported. The ``celery worker`` command now ignores the ``--no-execv``, ``--force-execv``, and the ``CELERYD_FORCE_EXECV`` setting. This flag will be removed completely in 5.0 and the worker will raise an error. - The old legacy "amqp" result backend has been deprecated, and will be removed in Celery 5.0. Please use the ``rpc`` result backend for RPC-style calls, and a persistent result backend for multi-consumer results. **Now to the good news**... New Task Message Protocol ------------------------- .. :sha:`e71652d384b1b5df2a4e6145df9f0efb456bc71c` This version introduces a brand new task message protocol, the first major change to the protocol since the beginning of the project. The new protocol is enabled by default in this version and since the new version isn't backwards compatible you have to be careful when upgrading. The 3.1.24 version was released to add compatibility with the new protocol so the easiest way to upgrade is to upgrade to that version first, then upgrade to 4.0 in a second deployment. If you wish to keep using the old protocol you may also configure the protocol version number used: .. code-block:: python app = Celery() app.conf.task_protocol = 1 Read more about the features available in the new protocol in the news section found later in this document. Lowercase setting names ----------------------- In the pursuit of beauty all settings are now renamed to be in all lowercase and some setting names have been renamed for consistency. This change is fully backwards compatible so you can still use the uppercase setting names, but we would like you to upgrade as soon as possible and you can this automatically using the :program:`celery upgrade settings` command: .. code-block:: console $ celery upgrade settings proj/settings.py This command will modify your module in-place to use the new lower-case names (if you want uppercase with a "``CELERY``" prefix see block below), and save a backup in :file:`proj/settings.py.orig`. .. admonition:: For Django users and others who want to keep uppercase names If you're loading Celery configuration from the Django settings module then you'll want to keep using the uppercase names. You also want to use a ``CELERY_`` prefix so that no Celery settings collide with Django settings used by other apps. To do this, you'll first need to convert your settings file to use the new consistent naming scheme, and add the prefix to all Celery related settings: .. code-block:: console $ celery upgrade settings --django proj/settings.py After upgrading the settings file, you need to set the prefix explicitly in your ``proj/celery.py`` module: .. code-block:: python app.config_from_object('django.conf:settings', namespace='CELERY') You can find the most up to date Django Celery integration example here: :ref:`django-first-steps`. Note that this will also add a prefix to settings that didn't previously have one, like ``BROKER_URL``. Luckily you don't have to manually change the files, as the :program:`celery upgrade settings --django` program should do the right thing. The loader will try to detect if your configuration is using the new format, and act accordingly, but this also means you're not allowed to mix and match new and old setting names, that's unless you provide a value for both alternatives. The major difference between previous versions, apart from the lower case names, are the renaming of some prefixes, like ``celerybeat_`` to ``beat_``, ``celeryd_`` to ``worker_``. The ``celery_`` prefix has also been removed, and task related settings from this name-space is now prefixed by ``task_``, worker related settings with ``worker_``. Apart from this most of the settings will be the same in lowercase, apart from a few special ones: ===================================== ========================================================== **Setting name** **Replace with** ===================================== ========================================================== ``CELERY_MAX_CACHED_RESULTS`` :setting:`result_cache_max` ``CELERY_MESSAGE_COMPRESSION`` :setting:`result_compression`/:setting:`task_compression`. ``CELERY_TASK_RESULT_EXPIRES`` :setting:`result_expires` ``CELERY_RESULT_DBURI`` :setting:`sqlalchemy_dburi` ``CELERY_RESULT_ENGINE_OPTIONS`` :setting:`sqlalchemy_engine_options` ``-*-_DB_SHORT_LIVED_SESSIONS`` :setting:`sqlalchemy_short_lived_sessions` ``CELERY_RESULT_DB_TABLE_NAMES`` :setting:`sqlalchemy_db_names` ``CELERY_ACKS_LATE`` :setting:`task_acks_late` ``CELERY_ALWAYS_EAGER`` :setting:`task_always_eager` ``CELERY_ANNOTATIONS`` :setting:`task_annotations` ``CELERY_MESSAGE_COMPRESSION`` :setting:`task_compression` ``CELERY_CREATE_MISSING_QUEUES`` :setting:`task_create_missing_queues` ``CELERY_DEFAULT_DELIVERY_MODE`` :setting:`task_default_delivery_mode` ``CELERY_DEFAULT_EXCHANGE`` :setting:`task_default_exchange` ``CELERY_DEFAULT_EXCHANGE_TYPE`` :setting:`task_default_exchange_type` ``CELERY_DEFAULT_QUEUE`` :setting:`task_default_queue` ``CELERY_DEFAULT_RATE_LIMIT`` :setting:`task_default_rate_limit` ``CELERY_DEFAULT_ROUTING_KEY`` :setting:`task_default_routing_key` ``-"-_EAGER_PROPAGATES_EXCEPTIONS`` :setting:`task_eager_propagates` ``CELERY_IGNORE_RESULT`` :setting:`task_ignore_result` ``CELERY_TASK_PUBLISH_RETRY`` :setting:`task_publish_retry` ``CELERY_TASK_PUBLISH_RETRY_POLICY`` :setting:`task_publish_retry_policy` ``CELERY_QUEUES`` :setting:`task_queues` ``CELERY_ROUTES`` :setting:`task_routes` ``CELERY_SEND_TASK_SENT_EVENT`` :setting:`task_send_sent_event` ``CELERY_TASK_SERIALIZER`` :setting:`task_serializer` ``CELERYD_TASK_SOFT_TIME_LIMIT`` :setting:`task_soft_time_limit` ``CELERYD_TASK_TIME_LIMIT`` :setting:`task_time_limit` ``CELERY_TRACK_STARTED`` :setting:`task_track_started` ``CELERY_DISABLE_RATE_LIMITS`` :setting:`worker_disable_rate_limits` ``CELERY_ENABLE_REMOTE_CONTROL`` :setting:`worker_enable_remote_control` ``CELERYD_SEND_EVENTS`` :setting:`worker_send_task_events` ===================================== ========================================================== You can see a full table of the changes in :ref:`conf-old-settings-map`. JSON is now the default serializer ---------------------------------- The time has finally come to end the reign of :mod:`pickle` as the default serialization mechanism, and json is the default serializer starting from this version. This change was :ref:`announced with the release of Celery 3.1 `. If you're still depending on :mod:`pickle` being the default serializer, then you have to configure your app before upgrading to 4.0: .. code-block:: python task_serializer = 'pickle' result_serializer = 'pickle' accept_content = {'pickle'} The Task base class no longer automatically register tasks ---------------------------------------------------------- The :class:`~@Task` class is no longer using a special meta-class that automatically registers the task in the task registry. Instead this is now handled by the :class:`@task` decorators. If you're still using class based tasks, then you need to register these manually: .. code-block:: python class CustomTask(Task): def run(self): print('running') app.tasks.register(CustomTask()) The best practice is to use custom task classes only for overriding general behavior, and then using the task decorator to realize the task: .. code-block:: python @app.task(bind=True, base=CustomTask) def custom(self): print('running') This change also means the ``abstract`` attribute of the task no longer has any effect. Task argument checking ---------------------- The arguments of the task are now verified when calling the task, even asynchronously: .. code-block:: pycon >>> @app.task ... def add(x, y): ... return x + y >>> add.delay(8, 8) >>> add.delay(8) Traceback (most recent call last): File "", line 1, in File "celery/app/task.py", line 376, in delay return self.apply_async(args, kwargs) File "celery/app/task.py", line 485, in apply_async check_arguments(*(args or ()), **(kwargs or {})) TypeError: add() takes exactly 2 arguments (1 given) Redis Events not backward compatible ------------------------------------ The Redis ``fanout_patterns`` and ``fanout_prefix`` transport options are now enabled by default. Workers/monitors without these flags enabled won't be able to see workers with this flag disabled. They can still execute tasks, but they cannot receive each others monitoring messages. You can upgrade in a backward compatible manner by first configuring your 3.1 workers and monitors to enable the settings, before the final upgrade to 4.0: .. code-block:: python BROKER_TRANSPORT_OPTIONS = { 'fanout_patterns': True, 'fanout_prefix': True, } Django: Auto-discover now supports Django app configurations ------------------------------------------------------------ The ``autodiscover_tasks()`` function can now be called without arguments, and the Django handler will automatically find your installed apps: .. code-block:: python app.autodiscover_tasks() The Django integration :ref:`example in the documentation ` has been updated to use the argument-less call. This also ensures compatibility with the new, ehm, ``AppConfig`` stuff introduced in recent Django versions. Worker direct queues no longer use auto-delete ---------------------------------------------- Workers/clients running 4.0 will no longer be able to send worker direct messages to workers running older versions, and vice versa. If you're relying on worker direct messages you should upgrade your 3.x workers and clients to use the new routing settings first, by replacing :func:`celery.utils.worker_direct` with this implementation: .. code-block:: python from kombu import Exchange, Queue worker_direct_exchange = Exchange('C.dq2') def worker_direct(hostname): return Queue( '{hostname}.dq2'.format(hostname), exchange=worker_direct_exchange, routing_key=hostname, ) This feature closed Issue #2492. Old command-line programs removed --------------------------------- Installing Celery will no longer install the ``celeryd``, ``celerybeat`` and ``celeryd-multi`` programs. This was announced with the release of Celery 3.1, but you may still have scripts pointing to the old names so make sure you update these to use the new umbrella command: +-------------------+--------------+-------------------------------------+ | Program | New Status | Replacement | +===================+==============+=====================================+ | ``celeryd`` | **REMOVED** | :program:`celery worker` | +-------------------+--------------+-------------------------------------+ | ``celerybeat`` | **REMOVED** | :program:`celery beat` | +-------------------+--------------+-------------------------------------+ | ``celeryd-multi`` | **REMOVED** | :program:`celery multi` | +-------------------+--------------+-------------------------------------+ .. _v400-news: News ==== New protocol highlights ----------------------- The new protocol fixes many problems with the old one, and enables some long-requested features: - Most of the data are now sent as message headers, instead of being serialized with the message body. In version 1 of the protocol the worker always had to deserialize the message to be able to read task meta-data like the task id, name, etc. This also meant that the worker was forced to double-decode the data, first deserializing the message on receipt, serializing the message again to send to child process, then finally the child process deserializes the message again. Keeping the meta-data fields in the message headers means the worker doesn't actually have to decode the payload before delivering the task to the child process, and also that it's now possible for the worker to reroute a task written in a language different from Python to a different worker. - A new ``lang`` message header can be used to specify the programming language the task is written in. - Worker stores results for internal errors like ``ContentDisallowed``, and other deserialization errors. - Worker stores results and sends monitoring events for unregistered task errors. - Worker calls callbacks/errbacks even when the result is sent by the parent process (e.g., :exc:`WorkerLostError` when a child process terminates, deserialization errors, unregistered tasks). - A new ``origin`` header contains information about the process sending the task (worker node-name, or PID and host-name information). - A new ``shadow`` header allows you to modify the task name used in logs. This is useful for dispatch like patterns, like a task that calls any function using pickle (don't do this at home): .. code-block:: python from celery import Task from celery.utils.imports import qualname class call_as_task(Task): def shadow_name(self, args, kwargs, options): return 'call_as_task:{0}'.format(qualname(args[0])) def run(self, fun, *args, **kwargs): return fun(*args, **kwargs) call_as_task = app.tasks.register(call_as_task()) - New ``argsrepr`` and ``kwargsrepr`` fields contain textual representations of the task arguments (possibly truncated) for use in logs, monitors, etc. This means the worker doesn't have to deserialize the message payload to display the task arguments for informational purposes. - Chains now use a dedicated ``chain`` field enabling support for chains of thousands and more tasks. - New ``parent_id`` and ``root_id`` headers adds information about a tasks relationship with other tasks. - ``parent_id`` is the task id of the task that called this task - ``root_id`` is the first task in the work-flow. These fields can be used to improve monitors like flower to group related messages together (like chains, groups, chords, complete work-flows, etc). - ``app.TaskProducer`` replaced by :meth:`@amqp.create_task_message` and :meth:`@amqp.send_task_message`. Dividing the responsibilities into creating and sending means that people who want to send messages using a Python AMQP client directly, doesn't have to implement the protocol. The :meth:`@amqp.create_task_message` method calls either :meth:`@amqp.as_task_v2`, or :meth:`@amqp.as_task_v1` depending on the configured task protocol, and returns a special :class:`~celery.app.amqp.task_message` tuple containing the headers, properties and body of the task message. .. seealso:: The new task protocol is documented in full here: :ref:`message-protocol-task-v2`. Prefork: Tasks now log from the child process --------------------------------------------- Logging of task success/failure now happens from the child process executing the task. As a result logging utilities, like Sentry can get full information about tasks, including variables in the traceback stack. Prefork: One log-file per child process --------------------------------------- Init-scrips and :program:`celery multi` now uses the `%I` log file format option (e.g., :file:`/var/log/celery/%n%I.log`). This change was necessary to ensure each child process has a separate log file after moving task logging to the child process, as multiple processes writing to the same log file can cause corruption. You're encouraged to upgrade your init-scripts and :program:`celery multi` arguments to use this new option. Configure broker URL for read/write separately ---------------------------------------------- New :setting:`broker_read_url` and :setting:`broker_write_url` settings have been added so that separate broker URLs can be provided for connections used for consuming/publishing. In addition to the configuration options, two new methods have been added the app API: - ``app.connection_for_read()`` - ``app.connection_for_write()`` These should now be used in place of ``app.connection()`` to specify the intent of the required connection. .. note:: Two connection pools are available: ``app.pool`` (read), and ``app.producer_pool`` (write). The latter doesn't actually give connections but full :class:`kombu.Producer` instances. .. code-block:: python def publish_some_message(app, producer=None): with app.producer_or_acquire(producer) as producer: ... def consume_messages(app, connection=None): with app.connection_or_acquire(connection) as connection: ... Canvas Refactor --------------- The canvas/work-flow implementation have been heavily refactored to fix some long outstanding issues. .. :sha:`d79dcd8e82c5e41f39abd07ffed81ca58052bcd2` .. :sha:`1e9dd26592eb2b93f1cb16deb771cfc65ab79612` .. :sha:`e442df61b2ff1fe855881c1e2ff9acc970090f54` .. :sha:`0673da5c09ac22bdd49ba811c470b73a036ee776` - Error callbacks can now take real exception and traceback instances (Issue #2538). .. code-block:: pycon >>> add.s(2, 2).on_error(log_error.s()).delay() Where ``log_error`` could be defined as: .. code-block:: python @app.task def log_error(request, exc, traceback): with open(os.path.join('/var/errors', request.id), 'a') as fh: print('--\n\n{0} {1} {2}'.format( task_id, exc, traceback), file=fh) See :ref:`guide-canvas` for more examples. - Now unrolls groups within groups into a single group (Issue #1509). - chunks/map/starmap tasks now routes based on the target task - chords and chains can now be immutable. - Fixed bug where serialized signatures weren't converted back into signatures (Issue #2078) Fix contributed by **Ross Deane**. - Fixed problem where chains and groups didn't work when using JSON serialization (Issue #2076). Fix contributed by **Ross Deane**. - Creating a chord no longer results in multiple values for keyword argument 'task_id' (Issue #2225). Fix contributed by **Aneil Mallavarapu**. - Fixed issue where the wrong result is returned when a chain contains a chord as the penultimate task. Fix contributed by **Aneil Mallavarapu**. - Special case of ``group(A.s() | group(B.s() | C.s()))`` now works. - Chain: Fixed bug with incorrect id set when a subtask is also a chain. - ``group | group`` is now flattened into a single group (Issue #2573). - Fixed issue where ``group | task`` wasn't upgrading correctly to chord (Issue #2922). Amazon SQS transport now officially supported --------------------------------------------- The SQS broker transport has been rewritten to use async I/O and as such joins RabbitMQ and Redis as officially supported transports. The new implementation also takes advantage of long polling, and closes several issues related to using SQS as a broker. This work was sponsored by Nextdoor. Apache QPid transport now officially supported ---------------------------------------------- Contributed by **Brian Bouterse**. Schedule tasks based on sunrise, sunset, dawn and dusk ------------------------------------------------------ See :ref:`beat-solar` for more information. Contributed by **Mark Parncutt**. New API for configuring periodic tasks -------------------------------------- This new API enables you to use signatures when defining periodic tasks, removing the chance of mistyping task names. An example of the new API is :ref:`here `. .. :sha:`bc18d0859c1570f5eb59f5a969d1d32c63af764b` .. :sha:`132d8d94d38f4050db876f56a841d5a5e487b25b` Handling task connection errors ------------------------------- Connection related errors occuring while sending a task is now re-raised as a :exc:`kombu.exceptions.OperationalError` error: .. code-block:: pycon >>> try: ... add.delay(2, 2) ... except add.OperationalError as exc: ... print('Could not send task %r: %r' % (add, exc)) See :ref:`calling-connection-errors` for more information. RabbitMQ priority queue support ------------------------------- See :ref:`routing-options-rabbitmq-priorities` for more information. Contributed by **Gerald Manipon**. Prefork: Limit child process resident memory size ------------------------------------------------- .. :sha:`5cae0e754128750a893524dcba4ae030c414de33` You can now limit the maximum amount of memory allocated per prefork pool child process by setting the worker :option:`--max-memory-per-child ` option, or the :setting:`worker_max_memory_per_child` setting. The limit is for RSS/resident memory size and is specified in kilobytes. A child process having exceeded the limit will be terminated and replaced with a new process after the currently executing task returns. See :ref:`worker-max-memory-per-child` for more information. Contributed by **Dave Smith**. Redis: Result backend optimizations ----------------------------------- RPC is now using pub/sub for streaming task results ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Calling ``result.get()`` when using the Redis result backend used to be extremely expensive as it was using polling to wait for the result to become available. A default polling interval of 0.5 seconds didn't help performance, but was necessary to avoid a spin loop. The new implementation is using Redis Pub/Sub mechanisms to publish and retrieve results immediately, greatly improving task round-trip times. Contributed by **Yaroslav Zhavoronkov** and **Ask Solem**. New optimized chord join implementation ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ This was an experimental feature introduced in Celery 3.1, that could only be enabled by adding ``?new_join=1`` to the result backend URL configuration. We feel that the implementation has been tested thoroughly enough to be considered stable and enabled by default. The new implementation greatly reduces the overhead of chords, and especially with larger chords the performance benefit can be massive. New Riak result backend Introduced ---------------------------------- See :ref:`conf-riak-result-backend` for more information. Contributed by **Gilles Dartiguelongue**, **Alman One** and **NoKriK**. New CouchDB result backend introduced ------------------------------------- See :ref:`conf-couchdb-result-backend` for more information. Contributed by **Nathan Van Gheem**. New Consul result backend introduced ------------------------------------ Add support for Consul as a backend using the Key/Value store of Consul. Consul has an HTTP API where through you can store keys with their values. The backend extends KeyValueStoreBackend and implements most of the methods. Mainly to set, get and remove objects. This allows Celery to store Task results in the K/V store of Consul. Consul also allows to set a TTL on keys using the Sessions from Consul. This way the backend supports auto expiry of Task results. For more information on Consul visit http://consul.io/ The backend uses :pypi:`python-consul` for talking to the HTTP API. This package is fully Python 3 compliant just as this backend is: .. code-block:: console $ pip install python-consul That installs the required package to talk to Consul's HTTP API from Python. Contributed by **Wido den Hollander**. Brand new Cassandra result backend ---------------------------------- A brand new Cassandra backend utilizing the new :pypi:`cassandra-driver` library is replacing the old result backend using the older :pypi:`pycassa` library. See :ref:`conf-cassandra-result-backend` for more information. .. # XXX What changed? New Elasticsearch result backend introduced ------------------------------------------- See :ref:`conf-elasticsearch-result-backend` for more information. Contributed by **Ahmet Demir**. New File-system result backend introduced ----------------------------------------- See :ref:`conf-filesystem-result-backend` for more information. Contributed by **Môshe van der Sterre**. Event Batching -------------- Events are now buffered in the worker and sent as a list, reducing the overhead required to send monitoring events. For authors of custom event monitors there will be no action required as long as you're using the Python Celery helpers (:class:`~@events.Receiver`) to implement your monitor. However, if you're parsing raw event messages you must now account for batched event messages, as they differ from normal event messages in the following way: - The routing key for a batch of event messages will be set to ``.multi`` where the only batched event group is currently ``task`` (giving a routing key of ``task.multi``). - The message body will be a serialized list-of-dictionaries instead of a dictionary. Each item in the list can be regarded as a normal event message body. .. :sha:`03399b4d7c26fb593e61acf34f111b66b340ba4e` ``Task.replace`` ---------------- Task.replace changed, removes Task.replace_in_chord. The two methods had almost the same functionality, but the old ``Task.replace`` would force the new task to inherit the callbacks/errbacks of the existing task. If you replace a node in a tree, then you wouldn't expect the new node to inherit the children of the old node, so this seems like unexpected behavior. So ``self.replace(sig)`` now works for any task, in addition ``sig`` can now be a group. Groups are automatically converted to a chord, where the callback will "accumulate" the results of the group tasks. A new built-in task (`celery.accumulate` was added for this purpose) Closes #817 Optimized Beat implementation ----------------------------- The :program:`celery beat` implementation has been optimized for millions of periodic tasks by using a heap to schedule entries. Contributed by **Ask Solem** and **Alexander Koshelev**. Task Auto-retry Decorator ------------------------- Writing custom retry handling for exception events is so common that we now have built-in support for it. For this a new ``autoretry_for`` argument is now supported by the task decorators, where you can specify a tuple of exceptions to automatically retry for. See :ref:`task-autoretry` for more information. Contributed by **Dmitry Malinovsky**. .. :sha:`75246714dd11e6c463b9dc67f4311690643bff24` Remote Task Tracebacks ---------------------- The new :setting:`task_remote_tracebacks` will make task tracebacks more useful by injecting the stack of the remote worker. This feature requires the additional :pypi:`tblib` library. Contributed by **Ionel Cristian Mărieș**. Async Result API ---------------- Gevent/Eventlet: Dedicated thread for consuming results ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ When using :pypi:`gevent`, or :pypi:`eventlet` there is now a single thread responsible for consuming events. This means that if you have many calls retrieving results, there will be a dedicated thread for consuming them: .. code-block:: python result = add.delay(2, 2) # this call will delegate to the result consumer thread: # once the consumer thread has received the result this greenlet can # continue. value = result.get(timeout=3) This makes performing RPC calls when using gevent/eventlet perform much better. ``AsyncResult.then(on_success, on_error)`` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The AsyncResult API has been extended to support the :class:`~vine.promise` protocol. This currently only works with the RPC (amqp) and Redis result backends, but lets you attach callbacks to when tasks finish: .. code-block:: python import gevent.monkey monkey.patch_all() import time from celery import Celery app = Celery(broker='amqp://', backend='rpc') @app.task def add(x, y): return x + y def on_result_ready(result): print('Received result for id %r: %r' % (result.id, result.result,)) add.delay(2, 2).then(on_result_ready) time.sleep(3) # run gevent event loop for a while. Demonstrated using gevent here, but really this is an API that's more useful in callback-based event loops like :pypi:`twisted`, or :pypi:`tornado`. RPC Result Backend matured -------------------------- Lots of bugs in the previously experimental RPC result backend have been fixed and we now consider it production ready. Contributed by **Ask Solem**, **Morris Tweed**. New Task Router API ------------------- The :setting:`task_routes` setting can now hold functions, and map routes now support glob patterns and regexes. Instead of using router classes you can now simply define a function: .. code-block:: python def route_for_task(name, args, kwargs, options, task=None, **kwargs): from proj import tasks if name == tasks.add.name: return {'queue': 'hipri'} If you don't need the arguments you can use start arguments, just make sure you always also accept star arguments so that we have the ability to add more features in the future: .. code-block:: python def route_for_task(name, *args, **kwargs): from proj import tasks if name == tasks.add.name: return {'queue': 'hipri', 'priority': 9} Both the ``options`` argument and the new ``task`` keyword argument are new to the function-style routers, and will make it easier to write routers based on execution options, or properties of the task. The optional ``task`` keyword argument won't be set if a task is called by name using :meth:`@send_task`. For more examples, including using glob/regexes in routers please see :setting:`task_routes` and :ref:`routing-automatic`. In Other News ------------- Requirements ~~~~~~~~~~~~ - Now depends on :ref:`Kombu 4.0 `. - Now depends on :pypi:`billiard` version 3.5. - No longer depends on :pypi:`anyjson`. Good-bye old friend :( Tasks ~~~~~ - The "anon-exchange" is now used for simple name-name direct routing. This increases performance as it completely bypasses the routing table, in addition it also improves reliability for the Redis broker transport. - An empty ResultSet now evaluates to True. Fix contributed by **Colin McIntosh**. - New :setting:`task_reject_on_worker_lost` setting, and :attr:`~@Task.reject_on_worker_lost` task attribute decides what happens when the child worker process executing a late ack task is terminated. Contributed by **Michael Permana**. - ``Task.subtask`` renamed to ``Task.signature`` with alias. - ``Task.subtask_from_request`` renamed to ``Task.signature_from_request`` with alias. - The ``delivery_mode`` attribute for :class:`kombu.Queue` is now respected (Issue #1953). - Routes in :setting:`task-routes` can now specify a :class:`~kombu.Queue` instance directly. Example: .. code-block:: python task_routes = {'proj.tasks.add': {'queue': Queue('add')}} - ``AsyncResult`` now raises :exc:`ValueError` if task_id is None. (Issue #1996). - Retried tasks didn't forward expires setting (Issue #3297). - ``result.get()`` now supports an ``on_message`` argument to set a callback to be called for every message received. - New abstract classes added: - :class:`~celery.utils.abstract.CallableTask` Looks like a task. - :class:`~celery.utils.abstract.CallableSignature` Looks like a task signature. - ``Task.replace`` now properly forwards callbacks (Issue #2722). Fix contributed by **Nicolas Unravel**. - ``Task.replace``: Append to chain/chord (Closes #3232) Fixed issue #3232, adding the signature to the chain (if there's any). Fixed the chord suppress if the given signature contains one. Fix contributed by :github_user:`honux`. - Task retry now also throws in eager mode. Fix contributed by **Feanil Patel**. Beat ~~~~ - Fixed crontab infinite loop with invalid date. When occurrence can never be reached (example, April, 31th), trying to reach the next occurrence would trigger an infinite loop. Try fixing that by raising a RuntimeError after 2,000 iterations (Also added a test for crontab leap years in the process) Fix contributed by **Romuald Brunet**. - Now ensures the program exits with a non-zero exit code when an exception terminates the service. Fix contributed by **Simon Peeters**. App ~~~ - Dates are now always timezone aware even if :setting:`enable_utc` is disabled (Issue #943). Fix contributed by **Omer Katz**. - **Config**: App preconfiguration is now also pickled with the configuration. Fix contributed by **Jeremy Zafran**. - The application can now change how task names are generated using the :meth:`~@gen_task_name` method. Contributed by **Dmitry Malinovsky**. - App has new ``app.current_worker_task`` property that returns the task that's currently being worked on (or :const:`None`). (Issue #2100). Execution Pools ~~~~~~~~~~~~~~~ - **Eventlet/Gevent**: Fixed race condition leading to "simultaneous read" errors (Issue #2812). - **Prefork**: Prefork pool now uses ``poll`` instead of ``select`` where available (Issue #2373). - **Prefork**: Fixed bug where the pool would refuse to shut down the worker (Issue #2606). - **Eventlet**: Now returns pool size in :program:`celery inspect stats` command. Contributed by **Alexander Oblovatniy**. Transports ~~~~~~~~~~ - **Redis Transport**: The Redis transport now supports the :setting:`broker_use_ssl` option. Programs ~~~~~~~~ - :program:`celery multi`: ``%n`` format for is now synonym with ``%N`` to be consistent with :program:`celery worker`. - :program:`celery inspect`/:program:`celery control`: now supports a new :option:`--json ` option to give output in json format. - :program:`celery inspect registered`: now ignores built-in tasks. - :program:`celery purge` now takes ``-Q`` and ``-X`` options used to specify what queues to include and exclude from the purge. - New :program:`celery logtool`: Utility for filtering and parsing celery worker log-files - :program:`celery multi`: now passes through `%i` and `%I` log file formats. - General: ``%p`` can now be used to expand to the full worker node-name in log-file/pid-file arguments. - A new command line option :option:`--executable ` is now available for daemonizing programs (:program:`celery worker` and :program:`celery beat`). Contributed by **Bert Vanderbauwhede**. - :program:`celery worker`: supports new :option:`--prefetch-multiplier ` option. Contributed by **Mickaël Penhard**. Worker ~~~~~~ - Improvements and fixes for :class:`~celery.utils.collections.LimitedSet`. Getting rid of leaking memory + adding ``minlen`` size of the set: the minimal residual size of the set after operating for some time. ``minlen`` items are kept, even if they should've been expired. Problems with older and even more old code: #. Heap would tend to grow in some scenarios (like adding an item multiple times). #. Adding many items fast wouldn't clean them soon enough (if ever). #. When talking to other workers, revoked._data was sent, but it was processed on the other side as iterable. That means giving those keys new (current) time-stamp. By doing this workers could recycle items forever. Combined with 1) and 2), this means that in large set of workers, you're getting out of memory soon. All those problems should be fixed now. This should fix issues #3095, #3086. Contributed by **David Pravec**. - Worker now only starts the remote control command consumer if the broker transport used actually supports them. - Gossip now sets ``x-message-ttl`` for event queue to heartbeat_interval s. (Issue #2005). - Now preserves exit code (Issue #2024). - Fixed crash when the ``-purge`` argument was used. - Log--level for unrecoverable errors changed from ``error`` to ``critical``. - Improved rate limiting accuracy. - Account for missing timezone information in task expires field. Fix contributed by **Albert Wang**. - The worker no longer has a ``Queues`` bootsteps, as it is now superfluous. - Now emits the "Received task" line even for revoked tasks. (Issue #3155). - Now respects :setting:`broker_connection_retry` setting. Fix contributed by **Nat Williams**. - New :data:`celery.worker.state.requests` enables O(1) loookup of active/reserved tasks by id. - Auto-scale didn't always update keep-alive when scaling down. Fix contributed by **Philip Garnero**. - Fixed typo ``options_list`` -> ``option_list``. Fix contributed by **Greg Wilbur**. Debugging Utilities ~~~~~~~~~~~~~~~~~~~ - :mod:`celery.contrib.rdb`: Changed remote debugger banner so that you can copy and paste the address easily (no longer has a period in the address). Contributed by **Jonathan Vanasco**. - Fixed compatibility with recent :pypi:`psutil` versions (Issue #3262). Signals ~~~~~~~ - **App**: New signals for app configuration/finalization: - :data:`app.on_configure <@on_configure>` - :data:`app.on_after_configure <@on_after_configure>` - :data:`app.on_after_finalize <@on_after_finalize>` - **Task**: New task signals for rejected task messages: - :data:`celery.signals.task_rejected`. - :data:`celery.signals.task_unknown`. - **Worker**: New signal for when a heartbeat event is sent. - :data:`celery.signals.heartbeat_sent` Contributed by **Kevin Richardson**. Events ~~~~~~ - Event messages now uses the RabbitMQ ``x-message-ttl`` option to ensure older event messages are discarded. The default is 5 seconds, but can be changed using the :setting:`event_queue_ttl` setting. - Event monitors now sets the :setting:`event_queue_expires` setting by default. The queues will now expire after 60 seconds after the monitor stops consuming from it. - Fixed a bug where a None value wasn't handled properly. Fix contributed by **Dongweiming**. - New :setting:`event_queue_prefix` setting can now be used to change the default ``celeryev`` queue prefix for event receiver queues. Contributed by **Takeshi Kanemoto**. - ``State.tasks_by_type`` and ``State.tasks_by_worker`` can now be used as a mapping for fast access to this information. Canvas ~~~~~~ - ``chunks``/``map``/``starmap`` are now routed based on the target task. - ``Signature.link`` now works when argument is scalar (not a list) (Issue #2019). - ``group()`` now properly forwards keyword arguments (Issue #3426). Fix contributed by **Samuel Giffard**. Deployment ~~~~~~~~~~ - Generic init-scripts now support :envvar:`CELERY_SU` and :envvar:`CELERYD_SU_ARGS` environment variables to set the path and arguments for :command:`su` (:manpage:`su(1)`). - Generic init-scripts now better support FreBSD and other BSD systems by searching :file:`/usr/local/etc/` for the configuration file. Contributed by **Taha Jahangir**. - Generic init-script: Fixed strange bug for ``celerybeat`` where restart didn't always work (Issue #3018). - The systemd init script now uses a shell when executing services. Contributed by **Tomas Machalek**. Result Backends ~~~~~~~~~~~~~~~ - Redis: Now has a default socket timeout of 5 seconds. The default can be changed using the new :setting:`redis_socket_timeout` setting. Contributed by **Raghuram Srinivasan**. - RPC Backend result queues are now auto delete by default (Issue #2001). - RPC Backend: Fixed problem where exception wasn't deserialized properly with the json serializer (Issue #2518). Fix contributed by **Allard Hoeve**. - CouchDB: Fixed typo causing the backend to not be found (Issue #3287). Fix contributed by **Andrew Stewart**. - MongoDB: Now supports setting the :setting:`result_serialzier` setting to ``bson`` to use the MongoDB libraries own serializer. Contributed by **Davide Quarta**. - MongoDB: URI handling has been improved to use database name, user and password from the URI if provided. Contributed by **Samuel Jaillet**. - SQLAlchemy result backend: Now ignores all result engine options when using NullPool (Issue #1930). - SQLAlchemy result backend: Now sets max char size to 155 to deal with brain damaged MySQL unicode implementation (Issue #1748). - **General**: All Celery exceptions/warnings now inherit from common :class:`~celery.exceptions.CeleryError`/:class:`~celery.exceptions.CeleryWarning`. (Issue #2643). Documentation Improvements ~~~~~~~~~~~~~~~~~~~~~~~~~~ Contributed by: - Adam Chainz - Arthur Vuillard - Batiste Bieler - Daniel Devine - Edward Betts - Jason Veatch - Jeff Widman - Manuel Kaufmann - Maxime Beauchemin - Mitchel Humpherys - Rik - Tayfun Sen Reorganization, Deprecations, and Removals ========================================== Incompatible changes -------------------- - Prefork: Calling ``result.get()`` or joining any result from within a task now raises :exc:`RuntimeError`. In previous versions this would emit a warning. - :mod:`celery.worker.consumer` is now a package, not a module. - Module ``celery.worker.job`` renamed to :mod:`celery.worker.request`. - Beat: ``Scheduler.Publisher``/``.publisher`` renamed to ``.Producer``/``.producer``. - Result: The task_name argument/attribute of :class:`@AsyncResult` was removed. This was historically a field used for :mod:`pickle` compatibility, but is no longer needed. - Backends: Arguments named ``status`` renamed to ``state``. - Backends: ``backend.get_status()`` renamed to ``backend.get_state()``. .. _v400-unscheduled-removals: Unscheduled Removals -------------------- - The experimental :mod:`celery.contrib.methods` feature has been removed, as there were far many bugs in the implementation to be useful. - The CentOS init-scripts have been removed. These didn't really add any features over the generic init-scripts, so you're encouraged to use them instead, or something like :pypi:`supervisor`. .. _v400-deprecations-reorg: Reorganization Deprecations --------------------------- These symbols have been renamed, and while there's an alias available in this version for backward compatibility, they will be removed in Celery 5.0, so make sure you rename these ASAP to make sure it won't break for that release. Chances are that you'll only use the first in this list, but you never know: - ``celery.utils.worker_direct`` -> :meth:`celery.utils.nodenames.worker_direct`. - ``celery.utils.nodename`` -> :meth:`celery.utils.nodenames.nodename`. - ``celery.utils.anon_nodename`` -> :meth:`celery.utils.nodenames.anon_nodename`. - ``celery.utils.nodesplit`` -> :meth:`celery.utils.nodenames.nodesplit`. - ``celery.utils.default_nodename`` -> :meth:`celery.utils.nodenames.default_nodename`. - ``celery.utils.node_format`` -> :meth:`celery.utils.nodenames.node_format`. - ``celery.utils.host_format`` -> :meth:`celery.utils.nodenames.host_format`. .. _v400-removals: Scheduled Removals ------------------ Modules ~~~~~~~ - Module ``celery.worker.job`` has been renamed to :mod:`celery.worker.request`. This was an internal module so shouldn't have any effect. It's now part of the public API so must not change again. - Module ``celery.task.trace`` has been renamed to ``celery.app.trace`` as the ``celery.task`` package is being phased out. The module will be removed in version 5.0 so please change any import from:: from celery.task.trace import X to:: from celery.app.trace import X - Old compatibility aliases in the :mod:`celery.loaders` module has been removed. - Removed ``celery.loaders.current_loader()``, use: ``current_app.loader`` - Removed ``celery.loaders.load_settings()``, use: ``current_app.conf`` Result ~~~~~~ - ``AsyncResult.serializable()`` and ``celery.result.from_serializable`` has been removed: Use instead: .. code-block:: pycon >>> tup = result.as_tuple() >>> from celery.result import result_from_tuple >>> result = result_from_tuple(tup) - Removed ``BaseAsyncResult``, use ``AsyncResult`` for instance checks instead. - Removed ``TaskSetResult``, use ``GroupResult`` instead. - ``TaskSetResult.total`` -> ``len(GroupResult)`` - ``TaskSetResult.taskset_id`` -> ``GroupResult.id`` - Removed ``ResultSet.subtasks``, use ``ResultSet.results`` instead. TaskSet ~~~~~~~ TaskSet has been renamed to group and TaskSet will be removed in version 4.0. Old:: >>> from celery.task import TaskSet >>> TaskSet(add.subtask((i, i)) for i in xrange(10)).apply_async() New:: >>> from celery import group >>> group(add.s(i, i) for i in xrange(10))() Events ~~~~~~ - Removals for class :class:`celery.events.state.Worker`: - ``Worker._defaults`` attribute. Use ``{k: getattr(worker, k) for k in worker._fields}``. - ``Worker.update_heartbeat`` Use ``Worker.event(None, timestamp, received)`` - ``Worker.on_online`` Use ``Worker.event('online', timestamp, received, fields)`` - ``Worker.on_offline`` Use ``Worker.event('offline', timestamp, received, fields)`` - ``Worker.on_heartbeat`` Use ``Worker.event('heartbeat', timestamp, received, fields)`` - Removals for class :class:`celery.events.state.Task`: - ``Task._defaults`` attribute. Use ``{k: getattr(task, k) for k in task._fields}``. - ``Task.on_sent`` Use ``Worker.event('sent', timestamp, received, fields)`` - ``Task.on_received`` Use ``Task.event('received', timestamp, received, fields)`` - ``Task.on_started`` Use ``Task.event('started', timestamp, received, fields)`` - ``Task.on_failed`` Use ``Task.event('failed', timestamp, received, fields)`` - ``Task.on_retried`` Use ``Task.event('retried', timestamp, received, fields)`` - ``Task.on_succeeded`` Use ``Task.event('succeeded', timestamp, received, fields)`` - ``Task.on_revoked`` Use ``Task.event('revoked', timestamp, received, fields)`` - ``Task.on_unknown_event`` Use ``Task.event(short_type, timestamp, received, fields)`` - ``Task.update`` Use ``Task.event(short_type, timestamp, received, fields)`` - ``Task.merge`` Contact us if you need this. Magic keyword arguments ~~~~~~~~~~~~~~~~~~~~~~~ Support for the very old magic keyword arguments accepted by tasks is finally removed in this version. If you're still using these you have to rewrite any task still using the old ``celery.decorators`` module and depending on keyword arguments being passed to the task, for example:: from celery.decorators import task @task() def add(x, y, task_id=None): print('My task id is %r' % (task_id,)) should be rewritten into:: from celery import task @task(bind=True) def add(self, x, y): print('My task id is {0.request.id}'.format(self)) Removed Settings ---------------- The following settings have been removed, and is no longer supported: Logging Settings ~~~~~~~~~~~~~~~~ ===================================== ===================================== **Setting name** **Replace with** ===================================== ===================================== ``CELERYD_LOG_LEVEL`` :option:`celery worker --loglevel` ``CELERYD_LOG_FILE`` :option:`celery worker --logfile` ``CELERYBEAT_LOG_LEVEL`` :option:`celery beat --loglevel` ``CELERYBEAT_LOG_FILE`` :option:`celery beat --loglevel` ``CELERYMON_LOG_LEVEL`` celerymon is deprecated, use flower ``CELERYMON_LOG_FILE`` celerymon is deprecated, use flower ``CELERYMON_LOG_FORMAT`` celerymon is deprecated, use flower ===================================== ===================================== Task Settings ~~~~~~~~~~~~~~ ===================================== ===================================== **Setting name** **Replace with** ===================================== ===================================== ``CELERY_CHORD_PROPAGATES`` N/A ===================================== ===================================== Changes to internal API ----------------------- - Module ``celery.datastructures`` renamed to :mod:`celery.utils.collections`. - Module ``celery.utils.timeutils`` renamed to :mod:`celery.utils.time`. - ``celery.utils.datastructures.DependencyGraph`` moved to :mod:`celery.utils.graph`. - ``celery.utils.jsonify`` is now :func:`celery.utils.serialization.jsonify`. - ``celery.utils.strtobool`` is now :func:`celery.utils.serialization.strtobool`. - ``celery.utils.is_iterable`` has been removed. Instead use:: isinstance(x, collections.Iterable) - ``celery.utils.lpmerge`` is now :func:`celery.utils.collections.lpmerge`. - ``celery.utils.cry`` is now :func:`celery.utils.debug.cry`. - ``celery.utils.isatty`` is now :func:`celery.platforms.isatty`. - ``celery.utils.gen_task_name`` is now :func:`celery.utils.imports.gen_task_name`. - ``celery.utils.deprecated`` is now :func:`celery.utils.deprecated.Callable` - ``celery.utils.deprecated_property`` is now :func:`celery.utils.deprecated.Property`. - ``celery.utils.warn_deprecated`` is now :func:`celery.utils.deprecated.warn` .. _v400-deprecations: Deprecation Time-line Changes ============================= See the :ref:`deprecation-timeline`.