| from __future__ import absolute_import |
|
|
| import abc |
| import logging |
| import re |
|
|
| from kafka.vendor import six |
|
|
| from kafka.errors import IllegalStateError |
| from kafka.protocol.offset import OffsetResetStrategy |
| from kafka.structs import OffsetAndMetadata |
|
|
| log = logging.getLogger(__name__) |
|
|
|
|
| class SubscriptionState(object): |
| """ |
| A class for tracking the topics, partitions, and offsets for the consumer. |
| A partition is "assigned" either directly with assign_from_user() (manual |
| assignment) or with assign_from_subscribed() (automatic assignment from |
| subscription). |
| |
| Once assigned, the partition is not considered "fetchable" until its initial |
| position has been set with seek(). Fetchable partitions track a fetch |
| position which is used to set the offset of the next fetch, and a consumed |
| position which is the last offset that has been returned to the user. You |
| can suspend fetching from a partition through pause() without affecting the |
| fetched/consumed offsets. The partition will remain unfetchable until the |
| resume() is used. You can also query the pause state independently with |
| is_paused(). |
| |
| Note that pause state as well as fetch/consumed positions are not preserved |
| when partition assignment is changed whether directly by the user or |
| through a group rebalance. |
| |
| This class also maintains a cache of the latest commit position for each of |
| the assigned partitions. This is updated through committed() and can be used |
| to set the initial fetch position (e.g. Fetcher._reset_offset() ). |
| """ |
| _SUBSCRIPTION_EXCEPTION_MESSAGE = ( |
| "You must choose only one way to configure your consumer:" |
| " (1) subscribe to specific topics by name," |
| " (2) subscribe to topics matching a regex pattern," |
| " (3) assign itself specific topic-partitions.") |
|
|
| |
| _MAX_NAME_LENGTH = 249 |
| _TOPIC_LEGAL_CHARS = re.compile('^[a-zA-Z0-9._-]+$') |
|
|
| def __init__(self, offset_reset_strategy='earliest'): |
| """Initialize a SubscriptionState instance |
| |
| Keyword Arguments: |
| offset_reset_strategy: 'earliest' or 'latest', otherwise |
| exception will be raised when fetching an offset that is no |
| longer available. Default: 'earliest' |
| """ |
| try: |
| offset_reset_strategy = getattr(OffsetResetStrategy, |
| offset_reset_strategy.upper()) |
| except AttributeError: |
| log.warning('Unrecognized offset_reset_strategy, using NONE') |
| offset_reset_strategy = OffsetResetStrategy.NONE |
| self._default_offset_reset_strategy = offset_reset_strategy |
|
|
| self.subscription = None |
| self.subscribed_pattern = None |
| self._group_subscription = set() |
| self._user_assignment = set() |
| self.assignment = dict() |
| self.listener = None |
|
|
| |
| self.needs_fetch_committed_offsets = True |
|
|
| def subscribe(self, topics=(), pattern=None, listener=None): |
| """Subscribe to a list of topics, or a topic regex pattern. |
| |
| Partitions will be dynamically assigned via a group coordinator. |
| Topic subscriptions are not incremental: this list will replace the |
| current assignment (if there is one). |
| |
| This method is incompatible with assign_from_user() |
| |
| Arguments: |
| topics (list): List of topics for subscription. |
| pattern (str): Pattern to match available topics. You must provide |
| either topics or pattern, but not both. |
| listener (ConsumerRebalanceListener): Optionally include listener |
| callback, which will be called before and after each rebalance |
| operation. |
| |
| As part of group management, the consumer will keep track of the |
| list of consumers that belong to a particular group and will |
| trigger a rebalance operation if one of the following events |
| trigger: |
| |
| * Number of partitions change for any of the subscribed topics |
| * Topic is created or deleted |
| * An existing member of the consumer group dies |
| * A new member is added to the consumer group |
| |
| When any of these events are triggered, the provided listener |
| will be invoked first to indicate that the consumer's assignment |
| has been revoked, and then again when the new assignment has |
| been received. Note that this listener will immediately override |
| any listener set in a previous call to subscribe. It is |
| guaranteed, however, that the partitions revoked/assigned |
| through this interface are from topics subscribed in this call. |
| """ |
| if self._user_assignment or (topics and pattern): |
| raise IllegalStateError(self._SUBSCRIPTION_EXCEPTION_MESSAGE) |
| assert topics or pattern, 'Must provide topics or pattern' |
|
|
| if pattern: |
| log.info('Subscribing to pattern: /%s/', pattern) |
| self.subscription = set() |
| self.subscribed_pattern = re.compile(pattern) |
| else: |
| self.change_subscription(topics) |
|
|
| if listener and not isinstance(listener, ConsumerRebalanceListener): |
| raise TypeError('listener must be a ConsumerRebalanceListener') |
| self.listener = listener |
|
|
| def _ensure_valid_topic_name(self, topic): |
| """ Ensures that the topic name is valid according to the kafka source. """ |
|
|
| |
| |
| if topic is None: |
| raise TypeError('All topics must not be None') |
| if not isinstance(topic, six.string_types): |
| raise TypeError('All topics must be strings') |
| if len(topic) == 0: |
| raise ValueError('All topics must be non-empty strings') |
| if topic == '.' or topic == '..': |
| raise ValueError('Topic name cannot be "." or ".."') |
| if len(topic) > self._MAX_NAME_LENGTH: |
| raise ValueError('Topic name is illegal, it can\'t be longer than {0} characters, topic: "{1}"'.format(self._MAX_NAME_LENGTH, topic)) |
| if not self._TOPIC_LEGAL_CHARS.match(topic): |
| raise ValueError('Topic name "{0}" is illegal, it contains a character other than ASCII alphanumerics, ".", "_" and "-"'.format(topic)) |
|
|
| def change_subscription(self, topics): |
| """Change the topic subscription. |
| |
| Arguments: |
| topics (list of str): topics for subscription |
| |
| Raises: |
| IllegalStateError: if assign_from_user has been used already |
| TypeError: if a topic is None or a non-str |
| ValueError: if a topic is an empty string or |
| - a topic name is '.' or '..' or |
| - a topic name does not consist of ASCII-characters/'-'/'_'/'.' |
| """ |
| if self._user_assignment: |
| raise IllegalStateError(self._SUBSCRIPTION_EXCEPTION_MESSAGE) |
|
|
| if isinstance(topics, six.string_types): |
| topics = [topics] |
|
|
| if self.subscription == set(topics): |
| log.warning("subscription unchanged by change_subscription(%s)", |
| topics) |
| return |
|
|
| for t in topics: |
| self._ensure_valid_topic_name(t) |
|
|
| log.info('Updating subscribed topics to: %s', topics) |
| self.subscription = set(topics) |
| self._group_subscription.update(topics) |
|
|
| |
| for tp in set(self.assignment.keys()): |
| if tp.topic not in self.subscription: |
| del self.assignment[tp] |
|
|
| def group_subscribe(self, topics): |
| """Add topics to the current group subscription. |
| |
| This is used by the group leader to ensure that it receives metadata |
| updates for all topics that any member of the group is subscribed to. |
| |
| Arguments: |
| topics (list of str): topics to add to the group subscription |
| """ |
| if self._user_assignment: |
| raise IllegalStateError(self._SUBSCRIPTION_EXCEPTION_MESSAGE) |
| self._group_subscription.update(topics) |
|
|
| def reset_group_subscription(self): |
| """Reset the group's subscription to only contain topics subscribed by this consumer.""" |
| if self._user_assignment: |
| raise IllegalStateError(self._SUBSCRIPTION_EXCEPTION_MESSAGE) |
| assert self.subscription is not None, 'Subscription required' |
| self._group_subscription.intersection_update(self.subscription) |
|
|
| def assign_from_user(self, partitions): |
| """Manually assign a list of TopicPartitions to this consumer. |
| |
| This interface does not allow for incremental assignment and will |
| replace the previous assignment (if there was one). |
| |
| Manual topic assignment through this method does not use the consumer's |
| group management functionality. As such, there will be no rebalance |
| operation triggered when group membership or cluster and topic metadata |
| change. Note that it is not possible to use both manual partition |
| assignment with assign() and group assignment with subscribe(). |
| |
| Arguments: |
| partitions (list of TopicPartition): assignment for this instance. |
| |
| Raises: |
| IllegalStateError: if consumer has already called subscribe() |
| """ |
| if self.subscription is not None: |
| raise IllegalStateError(self._SUBSCRIPTION_EXCEPTION_MESSAGE) |
|
|
| if self._user_assignment != set(partitions): |
| self._user_assignment = set(partitions) |
|
|
| for partition in partitions: |
| if partition not in self.assignment: |
| self._add_assigned_partition(partition) |
|
|
| for tp in set(self.assignment.keys()) - self._user_assignment: |
| del self.assignment[tp] |
|
|
| self.needs_fetch_committed_offsets = True |
|
|
| def assign_from_subscribed(self, assignments): |
| """Update the assignment to the specified partitions |
| |
| This method is called by the coordinator to dynamically assign |
| partitions based on the consumer's topic subscription. This is different |
| from assign_from_user() which directly sets the assignment from a |
| user-supplied TopicPartition list. |
| |
| Arguments: |
| assignments (list of TopicPartition): partitions to assign to this |
| consumer instance. |
| """ |
| if not self.partitions_auto_assigned(): |
| raise IllegalStateError(self._SUBSCRIPTION_EXCEPTION_MESSAGE) |
|
|
| for tp in assignments: |
| if tp.topic not in self.subscription: |
| raise ValueError("Assigned partition %s for non-subscribed topic." % (tp,)) |
|
|
| |
| self.assignment.clear() |
| for tp in assignments: |
| self._add_assigned_partition(tp) |
| self.needs_fetch_committed_offsets = True |
| log.info("Updated partition assignment: %s", assignments) |
|
|
| def unsubscribe(self): |
| """Clear all topic subscriptions and partition assignments""" |
| self.subscription = None |
| self._user_assignment.clear() |
| self.assignment.clear() |
| self.subscribed_pattern = None |
|
|
| def group_subscription(self): |
| """Get the topic subscription for the group. |
| |
| For the leader, this will include the union of all member subscriptions. |
| For followers, it is the member's subscription only. |
| |
| This is used when querying topic metadata to detect metadata changes |
| that would require rebalancing (the leader fetches metadata for all |
| topics in the group so that it can do partition assignment). |
| |
| Returns: |
| set: topics |
| """ |
| return self._group_subscription |
|
|
| def seek(self, partition, offset): |
| """Manually specify the fetch offset for a TopicPartition. |
| |
| Overrides the fetch offsets that the consumer will use on the next |
| poll(). If this API is invoked for the same partition more than once, |
| the latest offset will be used on the next poll(). Note that you may |
| lose data if this API is arbitrarily used in the middle of consumption, |
| to reset the fetch offsets. |
| |
| Arguments: |
| partition (TopicPartition): partition for seek operation |
| offset (int): message offset in partition |
| """ |
| self.assignment[partition].seek(offset) |
|
|
| def assigned_partitions(self): |
| """Return set of TopicPartitions in current assignment.""" |
| return set(self.assignment.keys()) |
|
|
| def paused_partitions(self): |
| """Return current set of paused TopicPartitions.""" |
| return set(partition for partition in self.assignment |
| if self.is_paused(partition)) |
|
|
| def fetchable_partitions(self): |
| """Return set of TopicPartitions that should be Fetched.""" |
| fetchable = set() |
| for partition, state in six.iteritems(self.assignment): |
| if state.is_fetchable(): |
| fetchable.add(partition) |
| return fetchable |
|
|
| def partitions_auto_assigned(self): |
| """Return True unless user supplied partitions manually.""" |
| return self.subscription is not None |
|
|
| def all_consumed_offsets(self): |
| """Returns consumed offsets as {TopicPartition: OffsetAndMetadata}""" |
| all_consumed = {} |
| for partition, state in six.iteritems(self.assignment): |
| if state.has_valid_position: |
| all_consumed[partition] = OffsetAndMetadata(state.position, '') |
| return all_consumed |
|
|
| def need_offset_reset(self, partition, offset_reset_strategy=None): |
| """Mark partition for offset reset using specified or default strategy. |
| |
| Arguments: |
| partition (TopicPartition): partition to mark |
| offset_reset_strategy (OffsetResetStrategy, optional) |
| """ |
| if offset_reset_strategy is None: |
| offset_reset_strategy = self._default_offset_reset_strategy |
| self.assignment[partition].await_reset(offset_reset_strategy) |
|
|
| def has_default_offset_reset_policy(self): |
| """Return True if default offset reset policy is Earliest or Latest""" |
| return self._default_offset_reset_strategy != OffsetResetStrategy.NONE |
|
|
| def is_offset_reset_needed(self, partition): |
| return self.assignment[partition].awaiting_reset |
|
|
| def has_all_fetch_positions(self): |
| for state in self.assignment.values(): |
| if not state.has_valid_position: |
| return False |
| return True |
|
|
| def missing_fetch_positions(self): |
| missing = set() |
| for partition, state in six.iteritems(self.assignment): |
| if not state.has_valid_position: |
| missing.add(partition) |
| return missing |
|
|
| def is_assigned(self, partition): |
| return partition in self.assignment |
|
|
| def is_paused(self, partition): |
| return partition in self.assignment and self.assignment[partition].paused |
|
|
| def is_fetchable(self, partition): |
| return partition in self.assignment and self.assignment[partition].is_fetchable() |
|
|
| def pause(self, partition): |
| self.assignment[partition].pause() |
|
|
| def resume(self, partition): |
| self.assignment[partition].resume() |
|
|
| def _add_assigned_partition(self, partition): |
| self.assignment[partition] = TopicPartitionState() |
|
|
|
|
| class TopicPartitionState(object): |
| def __init__(self): |
| self.committed = None |
| self.has_valid_position = False |
| self.paused = False |
| self.awaiting_reset = False |
| self.reset_strategy = None |
| self._position = None |
| self.highwater = None |
| self.drop_pending_message_set = False |
| |
| |
| self.last_offset_from_message_batch = None |
|
|
| def _set_position(self, offset): |
| assert self.has_valid_position, 'Valid position required' |
| self._position = offset |
|
|
| def _get_position(self): |
| return self._position |
|
|
| position = property(_get_position, _set_position, None, "last position") |
|
|
| def await_reset(self, strategy): |
| self.awaiting_reset = True |
| self.reset_strategy = strategy |
| self._position = None |
| self.last_offset_from_message_batch = None |
| self.has_valid_position = False |
|
|
| def seek(self, offset): |
| self._position = offset |
| self.awaiting_reset = False |
| self.reset_strategy = None |
| self.has_valid_position = True |
| self.drop_pending_message_set = True |
| self.last_offset_from_message_batch = None |
|
|
| def pause(self): |
| self.paused = True |
|
|
| def resume(self): |
| self.paused = False |
|
|
| def is_fetchable(self): |
| return not self.paused and self.has_valid_position |
|
|
|
|
| class ConsumerRebalanceListener(object): |
| """ |
| A callback interface that the user can implement to trigger custom actions |
| when the set of partitions assigned to the consumer changes. |
| |
| This is applicable when the consumer is having Kafka auto-manage group |
| membership. If the consumer's directly assign partitions, those |
| partitions will never be reassigned and this callback is not applicable. |
| |
| When Kafka is managing the group membership, a partition re-assignment will |
| be triggered any time the members of the group changes or the subscription |
| of the members changes. This can occur when processes die, new process |
| instances are added or old instances come back to life after failure. |
| Rebalances can also be triggered by changes affecting the subscribed |
| topics (e.g. when then number of partitions is administratively adjusted). |
| |
| There are many uses for this functionality. One common use is saving offsets |
| in a custom store. By saving offsets in the on_partitions_revoked(), call we |
| can ensure that any time partition assignment changes the offset gets saved. |
| |
| Another use is flushing out any kind of cache of intermediate results the |
| consumer may be keeping. For example, consider a case where the consumer is |
| subscribed to a topic containing user page views, and the goal is to count |
| the number of page views per users for each five minute window. Let's say |
| the topic is partitioned by the user id so that all events for a particular |
| user will go to a single consumer instance. The consumer can keep in memory |
| a running tally of actions per user and only flush these out to a remote |
| data store when its cache gets too big. However if a partition is reassigned |
| it may want to automatically trigger a flush of this cache, before the new |
| owner takes over consumption. |
| |
| This callback will execute in the user thread as part of the Consumer.poll() |
| whenever partition assignment changes. |
| |
| It is guaranteed that all consumer processes will invoke |
| on_partitions_revoked() prior to any process invoking |
| on_partitions_assigned(). So if offsets or other state is saved in the |
| on_partitions_revoked() call, it should be saved by the time the process |
| taking over that partition has their on_partitions_assigned() callback |
| called to load the state. |
| """ |
| __metaclass__ = abc.ABCMeta |
|
|
| @abc.abstractmethod |
| def on_partitions_revoked(self, revoked): |
| """ |
| A callback method the user can implement to provide handling of offset |
| commits to a customized store on the start of a rebalance operation. |
| This method will be called before a rebalance operation starts and |
| after the consumer stops fetching data. It is recommended that offsets |
| should be committed in this callback to either Kafka or a custom offset |
| store to prevent duplicate data. |
| |
| NOTE: This method is only called before rebalances. It is not called |
| prior to KafkaConsumer.close() |
| |
| Arguments: |
| revoked (list of TopicPartition): the partitions that were assigned |
| to the consumer on the last rebalance |
| """ |
| pass |
|
|
| @abc.abstractmethod |
| def on_partitions_assigned(self, assigned): |
| """ |
| A callback method the user can implement to provide handling of |
| customized offsets on completion of a successful partition |
| re-assignment. This method will be called after an offset re-assignment |
| completes and before the consumer starts fetching data. |
| |
| It is guaranteed that all the processes in a consumer group will execute |
| their on_partitions_revoked() callback before any instance executes its |
| on_partitions_assigned() callback. |
| |
| Arguments: |
| assigned (list of TopicPartition): the partitions assigned to the |
| consumer (may include partitions that were previously assigned) |
| """ |
| pass |
|
|