Unique ID generator

A unique ID generator that generates unique¹ eight byte identifiers in a distributed context.

  1. Unique within the confines of the chosen computing environment.

What is it for?

When you want to assign unique identifiers to objects (e.g., database records) in a distributed computing environment that are short and guaranteed to be unique (within your data realm), this library can provide them.

Versions

For Java 8 and newer, please use the 2.x series of releases. For Java 7 version 1.x may be used, but this version is no longer actively maintained.

Concepts

To have multiple concurrent processes generate short unique identifiers, some form of coordination is required. The two basic premises of this library are:

  1. Each process that generates identifiers must claim or be assigned a number representing its generator-ID and incorporate that in the identifiers it generates
  2. Each process that generates identifiers must have its clock synchronised and must incorporate the current timestamp in the identifiers it generates

Processes can generate up to 64 identifiers per millisecond; a sequence counter is incorporated in each identifier that represents these 64 possibilities.

In addition to the generator-ID, the cluster-ID allows for 16 'clusters' of generators to simultaneously generate identifiers. This is useful if several groups of processes have to operate without being able to coordinate with each other in real time. Examples include processes run on data clusters in separate data centres, and maintenance processes that operate on off-line copies of data sets.

The identifiers generated are composed from the components mentioned above, and have the following structure:

// Each letter represents one bit in the eight byte identifier.
TTTTTTTT TTTTTTTT TTTTTTTT TTTTTTTT TTTTTTTT TTSSSSSS ...MGGGG GGGGCCCC

See also: eight byte ID structure.

Modes

The mode flag is used to distinguish between the two modes of generating IDs: SPREAD and TIME_SEQUENTIAL.

In SPREAD mode the IDs generated are meant to be used as opaque identifiers. Generated IDs do not sort sequentially, but are instead 'spread out' over the eight byte address space. This is useful when these IDs are used as part of a row-key in a key-value store, because the non-sequential nature of the IDs can help prevent hot-spotting.

Conversely, the TIME_SEQUENTIAL mode is meant for IDs that should sort in order of their time of creation, and can be useful in assigning time-based identifiers to objects, and prevent objects created in the same millisecond instant from overlapping.

Coordination

As long as a single identifier generating process has a claim on a unique cluster-ID/generator-ID pair, it can generate unique identifiers (within the system it is a part of). The cluster-ID is always assigned manually (the assumption being that only a very limited number of 'clusters' exists). The generator-ID can also be assigned manually, but usually it is desirable for processes to be able to exclusively claim a generator-ID automatically.

This library facilitates this using ZooKeeper. Generators can stake a claim on a generator-ID for a short period of time (usually ten minutes), and repeat this whenever IDs are generated.

Usage

Local usage

If you have a computing environment where you know exactly which processes may generate IDs. The simple LocalUniqueIDGenerator can be used. This generator assumes that you know which process may use which generator-ID at any time.

For example, if you have just one process that handles the creation of new IDs (perhaps a single server that creates database records using these IDs), a generator can be used like this:

final int generatorID = 0;
final int clusterID = 0;
IDGenerator generator = LocalUniqueIDGeneratorFactory.generatorFor(generatorID, clusterID, Mode.SPREAD);

// Generate IDs
byte[] id = generator.generate();

The LocalUniqueIDGeneratorFactory assumes that you can guarantee that it is the only generator with the specific generator-ID and cluster-ID combination you chose, during its lifetime.

If there is a fixed number of processes that may generate IDs, you can assign one of the 256 possible generator-IDs to each one. For a more in-depth explanation of generator-IDs and cluster-IDs, see eight byte ID structure.

For a cluster of Tomcat servers in a high-availability setup, you could configure a system property on each server with a unique generator-ID, although this approach does assume that there is only one ID generating instance running on that server.

For local usage the uniqueid-core module can be used:

<dependency>
  <groupId>org.lable.oss.uniqueid</groupId>
  <artifactId>uniqueid-core</artifactId>
  <version>${uniqueid.version}</version>
</dependency>

Distributed usage with a ZooKeeper quorum

If you need to generate unique IDs within a distributed environment, automatic coordination of the generator-ID is also a possibility. The acquisition of a generator-ID can be handled by a SynchronizedGeneratorIdentity instance, which uses Apache ZooKeeper to claim its generator-ID — for a short while, or as long as it maintains a connection to the ZooKeeper quorum.

For this functionality the uniqueid-zookeeper module is used:

<dependency>
  <groupId>org.lable.oss.uniqueid</groupId>
  <artifactId>uniqueid-core</artifactId>
  <version>${uniqueid.version}</version>
</dependency>

Preparing the ZooKeeper quorum

To use this method of generator-ID acquisition, a node on the ZooKeeper quorum must be chosen to hold the queue and resource pool used by SynchronizedGeneratorIdentity.

For example, if you choose /unique-id-generator as the node, these child nodes will be created:

/unique-id-generator/
 ├─ queue/
 ├─ pool/
 └─ cluster-id

Note that if you do not create the cluster-id node yourself (recommended), the default value of 0 will be used. To use a different cluster ID, set the content of this znode to one of the 16 permissible values (i.e., 0..15).

If you have access to the zkcli (or hbase zkcli) command line utility you can set the cluster-ID like so:

create /unique-id-generator/cluster-id 1

Or if the node already exists:

set /unique-id-generator/cluster-id 1

Using the generator

To use an IDGenerator with a negotiated generator-Id, create a new instance like this:

// Change the values of zookeeperQuorum and znode as needed:
final String zookeeperQuorum = "zookeeper1,zookeeper2,zookeeper3";
final String znode = "/unique-id-generator";
IDGenerator generator = SynchronizedUniqueIDGeneratorFactory.generatorFor(zookeeperQuorum, znode, Mode.SPREAD);
// ...
byte[] id = generator.generate()
// ...

If you expect that you will be using dozens of IDs in a single process, it is more efficient to generate IDs in batches:

Deque<byte[]> ids = generator.batch(500);
// ...
byte[] id = ids.pop();
// etc.

If you intend to generate more than a few IDs at a time, you can also wrap the generator in an AutoRefillStack, and simply call generate() on that whenever you need a new ID. It will grab IDs in batches from the wrapped IDGenerator instance for you. This is probably the simplest and safest way to use an IDGenerator in the default SPREAD mode.

final String zookeeperQuorum = "zookeeper1,zookeeper2,zookeeper3";
final String znode = "/unique-id-generator";
IDGenerator generator = new AutoRefillStack(
    SynchronizedUniqueIDGeneratorFactory.generatorFor(zookeeperQuorum, znode, Mode.SPREAD)
);
// ...
byte[] id = generator.generate()
// ...

For the TIME_SEQUENTIAL mode the above is usually not what you want, if you intend to use the timestamp stored in the generated ID as part of your data model (the batched pre-generated IDs might have a timestamp that lies further in the past then you might want).

final String zookeeperQuorum = "zookeeper1,zookeeper2,zookeeper3";
final String znode = "/unique-id-generator";
IDGenerator SynchronizedUniqueIDGeneratorFactory.generatorFor(zookeeperQuorum, znode, Mode.TIME_SEQUENTIAL);
// ...
byte[] id = generator.generate()
// Extract the timestamp in the ID.
long createdAt = IDBuilder.parseTimestamp(id);