akka.contrib.pattern

ClusterSharding

Related Docs: class ClusterSharding | package pattern

object ClusterSharding extends ExtensionId[ClusterSharding] with ExtensionIdProvider

This extension provides sharding functionality of actors in a cluster. The typical use case is when you have many stateful actors that together consume more resources (e.g. memory) than fit on one machine. You need to distribute them across several nodes in the cluster and you want to be able to interact with them using their logical identifier, but without having to care about their physical location in the cluster, which might also change over time. It could for example be actors representing Aggregate Roots in Domain-Driven Design terminology. Here we call these actors "entries". These actors typically have persistent (durable) state, but this feature is not limited to actors with persistent state.

In this context sharding means that actors with an identifier, so called entries, can be automatically distributed across multiple nodes in the cluster. Each entry actor runs only at one place, and messages can be sent to the entry without requiring the sender to know the location of the destination actor. This is achieved by sending the messages via a ShardRegion actor provided by this extension, which knows how to route the message with the entry id to the final destination.

This extension is supposed to be used by first, typically at system startup on each node in the cluster, registering the supported entry types with the ClusterSharding#start method and then the ShardRegion actor for a named entry type can be retrieved with ClusterSharding#shardRegion. Messages to the entries are always sent via the local ShardRegion. Some settings can be configured as described in the akka.contrib.cluster.sharding section of the reference.conf.

The ShardRegion actor is started on each node in the cluster, or group of nodes tagged with a specific role. The ShardRegion is created with two application specific functions to extract the entry identifier and the shard identifier from incoming messages. A shard is a group of entries that will be managed together. For the first message in a specific shard the ShardRegion request the location of the shard from a central coordinator, the ShardCoordinator. The ShardCoordinator decides which ShardRegion that owns the shard. The ShardRegion receives the decided home of the shard and if that is the ShardRegion instance itself it will create a local child actor representing the entry and direct all messages for that entry to it. If the shard home is another ShardRegion instance messages will be forwarded to that ShardRegion instance instead. While resolving the location of a shard incoming messages for that shard are buffered and later delivered when the shard home is known. Subsequent messages to the resolved shard can be delivered to the target destination immediately without involving the ShardCoordinator.

To make sure that at most one instance of a specific entry actor is running somewhere in the cluster it is important that all nodes have the same view of where the shards are located. Therefore the shard allocation decisions are taken by the central ShardCoordinator, which is running as a cluster singleton, i.e. one instance on the oldest member among all cluster nodes or a group of nodes tagged with a specific role. The oldest member can be determined by akka.cluster.Member#isOlderThan.

The logic that decides where a shard is to be located is defined in a pluggable shard allocation strategy. The default implementation ShardCoordinator.LeastShardAllocationStrategy allocates new shards to the ShardRegion with least number of previously allocated shards. This strategy can be replaced by an application specific implementation.

To be able to use newly added members in the cluster the coordinator facilitates rebalancing of shards, i.e. migrate entries from one node to another. In the rebalance process the coordinator first notifies all ShardRegion actors that a handoff for a shard has started. That means they will start buffering incoming messages for that shard, in the same way as if the shard location is unknown. During the rebalance process the coordinator will not answer any requests for the location of shards that are being rebalanced, i.e. local buffering will continue until the handoff is completed. The ShardRegion responsible for the rebalanced shard will stop all entries in that shard by sending PoisonPill to them. When all entries have been terminated the ShardRegion owning the entries will acknowledge the handoff as completed to the coordinator. Thereafter the coordinator will reply to requests for the location of the shard and thereby allocate a new home for the shard and then buffered messages in the ShardRegion actors are delivered to the new location. This means that the state of the entries are not transferred or migrated. If the state of the entries are of importance it should be persistent (durable), e.g. with akka-persistence, so that it can be recovered at the new location.

The logic that decides which shards to rebalance is defined in a pluggable shard allocation strategy. The default implementation ShardCoordinator.LeastShardAllocationStrategy picks shards for handoff from the ShardRegion with most number of previously allocated shards. They will then be allocated to the ShardRegion with least number of previously allocated shards, i.e. new members in the cluster. There is a configurable threshold of how large the difference must be to begin the rebalancing. This strategy can be replaced by an application specific implementation.

The state of shard locations in the ShardCoordinator is persistent (durable) with akka-persistence to survive failures. Since it is running in a cluster akka-persistence must be configured with a distributed journal. When a crashed or unreachable coordinator node has been removed (via down) from the cluster a new ShardCoordinator singleton actor will take over and the state is recovered. During such a failure period shards with known location are still available, while messages for new (unknown) shards are buffered until the new ShardCoordinator becomes available.

As long as a sender uses the same ShardRegion actor to deliver messages to an entry actor the order of the messages is preserved. As long as the buffer limit is not reached messages are delivered on a best effort basis, with at-most once delivery semantics, in the same way as ordinary message sending. Reliable end-to-end messaging, with at-least-once semantics can be added by using channels in akka-persistence.

Some additional latency is introduced for messages targeted to new or previously unused shards due to the round-trip to the coordinator. Rebalancing of shards may also add latency. This should be considered when designing the application specific shard resolution, e.g. to avoid too fine grained shards.

The ShardRegion actor can also be started in proxy only mode, i.e. it will not host any entries itself, but knows how to delegate messages to the right location. A ShardRegion starts in proxy only mode if the roles of the node does not include the node role specified in akka.contrib.cluster.sharding.role config property or if the specified entryProps is None/null.

If the state of the entries are persistent you may stop entries that are not used to reduce memory consumption. This is done by the application specific implementation of the entry actors for example by defining receive timeout (context.setReceiveTimeout). If a message is already enqueued to the entry when it stops itself the enqueued message in the mailbox will be dropped. To support graceful passivation without loosing such messages the entry actor can send ShardRegion.Passivate to its parent ShardRegion. The specified wrapped message in Passivate will be sent back to the entry, which is then supposed to stop itself. Incoming messages will be buffered by the ShardRegion between reception of Passivate and termination of the entry. Such buffered messages are thereafter delivered to a new incarnation of the entry.

Source
ClusterSharding.scala
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  4. def apply(system: ActorSystem): ClusterSharding

    Returns an instance of the extension identified by this ExtensionId instance.

    Returns an instance of the extension identified by this ExtensionId instance.

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  7. def createExtension(system: ExtendedActorSystem): ClusterSharding

    Is used by Akka to instantiate the Extension identified by this ExtensionId, internal use only.

    Is used by Akka to instantiate the Extension identified by this ExtensionId, internal use only.

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  11. def get(system: ActorSystem): ClusterSharding

    Returns an instance of the extension identified by this ExtensionId instance.

    Returns an instance of the extension identified by this ExtensionId instance. Java API For extensions written in Scala that are to be used used from Java also, this method should be overridden to get correct return type.

    override def get(system: ActorSystem): TheExtension = super.get(system)
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  15. def lookup(): ClusterSharding.type

    Returns the canonical ExtensionId for this Extension

    Returns the canonical ExtensionId for this Extension

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