snowcast is an auto-configuration, distributed, scalable ID generator on top of Hazelcast. Since snowcast is not an official Hazelcast project, Hazelcast will not offer any kind of commercial support for it, it is one of my private spare time projects!
Why this project?
While working on a side project I came across the need for a scalable ID generator. A couple of possible solutions were available but non of those as fast as possible but I found a few interesting ideas, one of them will be shown in this blogpost. As mentioned above, this is just my private project. I give support on best effort and I love to help and share the code. All source code is available under Apache License 2, same as almost all of my open source projects
In distributed systems generating unique IDs is a problem. Either calculation is expensive, network traffic is involved or there is a chance of creating unexpected conflicting IDs. Especially the last problem is commonly only recognized when storing data to a relational database. The application would have to recognize this error and handle it gracefully.
A common practice for distributed, unique ID generation is to setup a ID generator service. All cluster members connect to that service if they need a new ID. The problem with this approach is the scalability or performance under high load. This may not be a problem for web applications but for low latency and high creation rate systems like gameservices or found in high frequency trading.
Another common problem is that distributed ID generators often pre-acquire big bunches of IDs from a central registry to minimize the network traffic involved. This prevents generated IDs from being sorted by "creation-time" which means items using those IDs can't be ordered by their creation time since the IDs are not consistently increasing.
A third practice is using UUIDs which also is not optimal. UUIDs are not guarateed to be unique but are in 99.99% of all cases. In addition there are multiple ways to generate UUIDs with more likely or unlikely to happen collisions. The latest specification requires native OS calls to gather the mac address to make it part of the UUID which are kind of costly.
So What's Now?
The goal is now to find an approach that solves the above mentioned problems:
- guaranteed uniqueness
- low network interaction
- order guarantee (natural ordering)
- low latency, high rate generation
An approach was offered by Twitter Snowflake) which sadly seems to be discontinued. Still there are other implementations available, also on other languages and operating systems (such as Instagram which doesn't seem to be open sources).
The following extremely scalable approach is to generate IDs based on 64 bits (it would be possible to use 128 bits as well) and split those bits into multiple chunks. The most common approach, found in the wild, seems to use 3 parts.
| 41 bits | 13 bits | 10 bits |
The first 41 bits store an offset of milliseconds to a customly defined epoch. Using 41 bits offer us about 69 years of milliseconds before we run out of new IDs. This should probably enough for most systems.
The next 13 bits store a unique logical cluster node ID which must be unique for a given point in time. Nodes are not required to retrieve the same cluster node ID over and over again but it must be unique while runtime. 13 bits offer us 8,192 (2^13) unique cluster node IDs.
The last 10 bits store the auto-incrementing counter part. This counter is increasing only per millisecond to guarantee the order of generated IDs to almost comply to the natural ordering requirement. Using 10 bits enables us to generate up to 1,024 (2^10) IDs per millisecond per logical cluster node.
The last two parts are able to be changed in the number of bits (e.g. less logical cluster nodes but more IDs per node). In any way this enables us to generate 8,388,608 (2^23) guaranteed unique IDs per millisecond.
To set this up we need to define a custom epoch the milliseconds start at, as an example we imagine to start our epoch on January 1st, 2014 (GMT) and we want to generate an ID at March 3rd, 2014 at 5:12:12.
To generate our IDs we need to configure the custom epoch as:
EPOCH_OFFSET = 1388534400000 (2014-01-01--00:00:00)
In addition every cluster node is required to know its own logical cluster node ID:
LOGICAL_NODE_ID = 1234 (Unique Logical Cluster Node Id)
Knowing the ID bit offsets generating a new ID is now pretty straight forward:
currentTimeStamp = 1393823532000 (2014-03-03--05:12:12) epochDelta = currentTimeStamp - EPOCH_OFFSET => 5289132000 id = epochDelta << (64 - 41) id |= LOGICAL_NODE_ID << (64 - 41 - 13) id |= casInc(counter [0, 1024])
As you might already have guessed, snowcast is a wordplay based on Snowflake and Hazelcast.
Hazelcast is a distributed cluster environment to offer partitioned in-memory speed. It is the perfect background system to build snowcast on top of. Using Hazelcast, snowcast offers auto-configuration for logical cluster node IDs and fast startup times.
Snowflake was the base of this implementation idea so I love to reflect it in the name and giving credits to the amazing guys at Twitter!
Usage of snowcast
To use snowcast you obviously need a running Hazelcast cluster. Cluster nodes can easily be integrated into snowcast then.
In snowcast the ID generators are called
com.noctarius.snowcast.SnowcastSequencers are generated based on a few simple configuration properties that can be passed into the factory function.
SnowcastSequencers, as all Hazelcast structures, are referenced by a name. This name is bound to the configuration when the sequencer is first being acquired. They cannot be changed without destroying and recreating the
To retrieve a
SnowcastSequencer we first have to create a snowcast instance which acts as a factory to create or destroy sequencers.
HazelcastInstance hz = getHazelcastInstance(); Snowcast snowcast = SnowcastSystem.snowcast( hz );
In addition to our
com.noctarius.snowcast.Snowcast factory, a custom epoch must be created to define the offset from the standard linux timestamp. The
com.noctarius.snowcast.SnowcastEpoch class offers a couple of factory methods to create an epoch from different time sources.
Calendar calendar = GregorianCalendar.getInstance(); calendar.set( 2014, 1, 1, 0, 0, 0 ); SnowcastEpoch epoch = SnowcastEpoch.byCalendar( calendar );
Preparations are done by now. Creating a
Sequencer using the
Snowcast factory instance and the epoch, together with a reference name, is now as easy as the following snippet:
SnowcastSequencer sequencer = snowcast .createSequencer( "sequencerName", epoch );
That's it, that is the sequencer. It is immediately available to be used to create IDs.
Every call to the
Snowcast::createSequencer method must pass in the same configuration on every node! A call with a different configuration will result in a
SnowcastSequencerAlreadyRegisteredException be thrown.
long nextId = sequencer.next();
SnowcastSequencer::next operation will return as fast as a ID is available. Depending on how many IDs can be generated per millisecond (how to configure the number of generatable IDs will be shown later in the blogpost) the operation will return immediately with the new ID, if the number of IDs for this millisecond (and node) is exceeded, the method blocks until it can retrieve the next ID. All ID generation is a local only operation, no network interaction is required!
This is basically it, the last step is to destroy sequencers eventually (or shutdown the cluster ;-)). To destroy a
SnowcastSequencer the following snippet is enough.
snowcast.destroySequencer( sequencer );
Destroying a sequencer is a cluster operation and will destroy all sequencers referred to by the same name on all nodes. After that point the existing
SnowcastSequencer instances are in a destroyed state and cannot be used anymore. The dufferent sequencer states will be discussed in a bit.
Snowcast factories are threadsafe by design. They are meant to be used by multiple threads concurrently. Sequencers are guaranteed to never generate the same ID twice. Creating and destroying a sequencer is also threadsafe and destroyed sequencers cannot be used anymore after the sequencer was destroyed.
Retrieved sequencers can be in three different states. Those states describe if it is possible to generate IDs at a given point in time or not.
Possible states are:
SnowcastSequencerin the state
Attachedhas a logical node id assigned and can be used to generate IDs.
SnowcastSequencerin the state
Detachedis not destroyed but cannot be used to generate IDs since there is no logical node id assigned.
SnowcastSequencerin the state
Destroyeddoes not have a legal configuration anymore. This instance can never ever be used again to generate IDs. A sequencer with the same referral name might be created again at that point.
By default, right after creation of a
SnowcastSequencer, the state is
Attached. In this state IDs can be generated by calling
At lifetime of the sequencer the state can be changed back and forth from
Detached (and otherwise) an unlimited number of times. This might be interesting if less logical node ids are configured than actual nodes exist. Nodes can detach themselves whenever there is no need to generate IDs at a given time. Attaching and Detaching are single round-trip remote operations to the owning node of the sequencer.
To detach a sequencer the
SnowcastSequencer::detachLogicalNode method is called. This call blocks until the owning node of the sequencer has unregistered the logical node id from the calling node. At this point no new IDs can be generated. A call to
SnowcastSequencer::next will throw a
SnowcastStateException to indicate that the sequencer is in the wrong state.
To re-attach a sequencer a call to the
SnowcastSequencer::attachLogicalNode method will perform the necessary assignment operation for a logical node id. Most likely this will not be the same logical node id as previously assigned to the node! After the call returns, IDs can be generated again.
Any call to
Snowcast::destroySequencer will immediately destroy the given sequencer locally and remotely. The sequencer cannot be used to generate IDs anymore afterwards. It can also not re-attached anymore!
Number of Nodes
By default the number of possible nodes defaults to 2^13 (8,192) nodes. This means, as described earlier, that 2^10 (1,024) IDs can be generated per millisecond per node. The overall number of IDs per millisecond is 2^23 (8,388,608) and cannot be changed but it is possible to change the IDs per nodes by decreasing the bits for the logical node ids.
The number of nodes can be set per
SnowcastSequencer and will, after creation, be part of the provisioned sequencer configuration. It cannot be changed until destroy and recreation of the sequencer. The node count can be set to any power of two between 128 and 8,192. All given non power of two counts will be rounded up to the next power of two. The smaller the number of nodes the bigger the number of IDs per node.
To configure the number of nodes just pass in an additional parameter while creating the sequencer.
SnowcastSequencer sequencer = snowcast .createSequencer( "sequencerName", epoch, 128 );
This way only 7 bits are used for the logical node id and the rest can be used to generate IDs, giving a range of 65,536 possible IDs per millisecond and per node.
As seen above it is possible to generate unique IDs with almost no network actions at all.
The framework is not yet fully production ready as it not handles migration and does not offer Hazelcast client support yet but you can find the project at my github account (snowcast github repository) and in the official Maven repositories at the point when both missing features are implemented. If there is anything that would be amazing to be implemented, just let me know, create a feature request or pull request! :-)