hyperf/docs/en/snowflake.md
2020-10-25 10:04:13 +01:00

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Snowflake

Algorithm Introduction

Snowflake is a distributed global unique ID generation algorithm proposed by twitter. The result of the algorithm generating ID is a long integer with the size of 64bit . Under the standard algorithm, its structure is shown in the figure below

snowflake

-One bit, unused.

  • The highest bit in the binary system is the sign bit. The ID generated by us is generally a positive integer, so the highest bit is fixed to 0.

  • 41 bits to record the timestamp (MS).

    • 41 bits can represent 2^41 - 1 numbers.
    • In other words, 41 bits can represent the value of 2^41 - 1 milliseconds, and the unit year is (2^41 - 1) / (1000 * 60 * 60 * 24 * 365) about 69 years。
  • 10 bits, used to record the ID of the working machine.

    • It can be deployed in 2^10 nodes, including 5 bits DatacenterId and 5 bits WorkerId.
  • 12 bits, serial number, used to record different id generated in the same millisecond.

    • 12 bits can represent the maximum number of positive integers 2^12 - 1 with a total of 4095 numbers, which represent the 4095 ID serial numbers generated by the same machine in the same time interval (MS).

Snowflake can guarantee that:

  • All generated ID increase with time trend.
    • No duplicate ID will be generated in the whole distributed system (Because there is a distinction between DatacenterId (5 bits) and WorkerId (5 bits).

The hyperf/snowflake component provides good extensibility in design, allowing you to implement other variant algorithms based on snowflake with simple extension.

Install

composer require hyperf/snowflake

Use

The framework provides MetaGeneratorInterface and IdGeneratorInterface. MetaGeneratorInterface generates Meta files of ID, and IdGeneratorInterface generates distributed ID based on the corresponding Meta files.

The MetaGeneratorInterface used by the framework by default is a millisecond level generator based on Redis. The configuration file is located in config/autoload/snowflake.php If the configuration file does not exist, you can execute php bin/hyperf.php vendor:publish hyperf/snowflake command to create a default configuration. The contents of the configuration file are as follows:

<?php

declare(strict_types=1);

use Hyperf\Snowflake\MetaGenerator\RedisMilliSecondMetaGenerator;
use Hyperf\Snowflake\MetaGenerator\RedisSecondMetaGenerator;
use Hyperf\Snowflake\MetaGeneratorInterface;

return [
    'begin_second' => MetaGeneratorInterface::DEFAULT_BEGIN_SECOND,
    RedisMilliSecondMetaGenerator::class => [
        // Redis Pool
        'pool' => 'default',
        // To calculate the Key of WorkerId
        'key' => RedisMilliSecondMetaGenerator::DEFAULT_REDIS_KEY
    ],
    RedisSecondMetaGenerator::class => [
        // Redis Pool
        'pool' => 'default',
        // To calculate the Key of WorkerId
        'key' => RedisMilliSecondMetaGenerator::DEFAULT_REDIS_KEY
    ],
];

Using Snowflake in the framework is very simple. You just need to take out the IdGeneratorInterface object from DI.

<?php
use Hyperf\Snowflake\IdGeneratorInterface;
use Hyperf\Utils\ApplicationContext;

$container = ApplicationContext::getContainer();
$generator = $container->get(IdGeneratorInterface::class);

$id = $generator->generate();

When you know that the ID needs to reverse the corresponding Meta, you just need to call generate.

<?php
use Hyperf\Snowflake\IdGeneratorInterface;
use Hyperf\Utils\ApplicationContext;

$container = ApplicationContext::getContainer();
$generator = $container->get(IdGeneratorInterface::class);

$meta = $generator->degenerate($id);

Override 'Meta' generator

There are many ways to implement the distributed global unique ID, and there are also many variants based on the Snowflake algorithm. Although they are all Snowflake algorithms, they are not the same. For example, someone may generate a Meta based on UserId rather than WorkerId. Next, let's implement a simple MetaGenerator.

In short, the UserId will definitely exceed '10 bits'. Therefore, the default DataCenterId and WorkerId cannot be installed. Therefore, the UserId module needs to be taken.

<?php

declare(strict_types=1);

use Hyperf\Snowflake\IdGenerator;

class UserDefinedIdGenerator
{
    /**
     * @var IdGenerator\SnowflakeIdGenerator
     */
    protected $idGenerator;

    public function __construct(IdGenerator\SnowflakeIdGenerator $idGenerator)
    {
        $this->idGenerator = $idGenerator;
    }

    public function generate(int $userId)
    {
        $meta = $this->idGenerator->getMetaGenerator()->generate();

        return $this->idGenerator->generate($meta->setWorkerId($userId % 31));
    }

    public function degenerate(int $id)
    {
        return $this->idGenerator->degenerate($id);
    }
}

use Hyperf\Utils\ApplicationContext;

$container = ApplicationContext::getContainer();
$generator = $container->get(UserDefinedIdGenerator::class);
$userId = 20190620;

$id = $generator->generate($userId);

Application in database modelon in database model

After configuring Snowflake, we can make the database model directly use Snowflake ID as the primary key.

<?php

class User extends \Hyperf\Database\Model\Model {
    use \Hyperf\Snowflake\Concern\Snowflake;
}

When the user model is created, the Snowflake algorithm will be used to generate the primary key by default.