Twitter's distributed self-increasing ID algorithm snowflake-PHP Tutorial-php.cn

The background of the Twitter-Snowflake algorithm is quite simple. In order to meet Twitter's request for tens of thousands of messages per second, each message must be assigned a unique ID. These IDs also need some rough order (to facilitate client sorting) , and the IDs generated by different machines in a distributed system must be different.

Snowflake algorithm core

Combines timestamp, working machine id, and serial number.

Twitters distributed self-increasing ID algorithm snowflake

Except for the highest bit marked as unavailable, the remaining three groups of bit positions can be floated, depending on specific business needs. By default, the 41-bit timestamp can support the use of this algorithm until 2082, the 10-bit working machine ID can support 1023 machines, and the serial number supports 1 millisecond to generate 4095 auto-incrementing sequence IDs. This will be analyzed in detail below.

Snowflake - Timestamp

The granularity of the timestamp here is millisecond level. The specific code is as follows. It is recommended to use a 64-bit Linux system machine because of the vdso , gettimeofday() can complete the operation in user mode, reducing the loss of entering kernel mode.

uint64_t generateStamp() { timeval tv; gettimeofday(&tv, 0); return (uint64_t)tv.tv_sec * 1000 + (uint64_t)tv.tv_usec / 1000; }

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By default, there are 41 bits available for use, so there are a total of T (1llu << 41) milliseconds for you to use and allocate, year = T / (3600 * 24 * 365 * 1000) = 69.7 years. If you only allocate 39 bits to the timestamp, then according to the same algorithm the final year = 17.4 years.

Snowflake – Working Machine ID

Strictly speaking, the use of this bit segment can be at the process level. At the machine level, you can use the MAC address to uniquely identify the working machine. It can be used at the working process level. IP+Path to distinguish worker processes. If there are relatively few working machines, it is a good choice to use a configuration file to set this ID. If there are too many machines, maintaining the configuration file will be a disastrous thing.

The solution here is that a process for assigning work ids is required. You can write a simple process yourself to record the assignment ids, or use the Mysql auto_increment mechanism to achieve the effect.

Twitters distributed self-increasing ID algorithm snowflake

The working process and the working id allocator only interact once when the working process starts. Then the working process can put the allocated id data into the file by itself, and read it directly the next time it starts. Get the id in the file and use it.

PS: The bit segment of this working machine id can also be further split, such as using the first 5 bits to mark the process id, and the last 5 bits to mark the thread id: D

Snowflake – Sequence No.

The sequence number is a series of self-increasing IDs (it is recommended to use atomic for multi-threading). In order to process multiple messages within the same millisecond, IDs need to be assigned. If the sequence number is used up in the same millisecond, then "wait" to the next millisecond".

uint64_t waitNextMs(uint64_t lastStamp) { uint64_t cur = 0; do { cur = generateStamp(); } while (cur <= lastStamp); return cur; }

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Generally speaking, it is a very efficient and convenient GUID generation algorithm. An int64_t field can do the job. Unlike the current mainstream 128bit GUID algorithm, even if strict id serialization cannot be guaranteed, for specific Business, such as GUID generation on the game server side will be very convenient. In addition, in a multi-threaded environment, using atomic for sequence numbers can effectively reduce lock density in code implementation.

In distributed systems, there are many occasions when it is necessary to generate a global UID. Twitter's snowflake solves this need, and the implementation is still very simple. Apart from the configuration information, the core code is millisecond time 41 bits + 10 bits of machine ID + 12 bits of sequence within milliseconds.

The core code is implemented for the IdWorker class. Its principle structure is as follows. I use a 0 to represent one digit and use - to separate the functions of the parts:

0---0000000000 0000000000 0000000000 0000000000 0 --- 00000 ---00000 ---000000000000

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在上面的字符串中，第一位为未使用（实际上也可作为long的符号位），接下来的41位为毫秒级时间，然后5位datacenter标识位，5位机器ID（并不算标识符，实际是为线程标识），然后12位该毫秒内的当前毫秒内的计数，加起来刚好64位，为一个Long型。

这样的好处是，整体上按照时间自增排序，并且整个分布式系统内不会产生ID碰撞（由datacenter和机器ID作区分），并且效率较高，经测试，snowflake每秒能够产生26万ID左右，完全满足需要。

且看其核心代码：

/** Copyright 2010-2012 Twitter, Inc.*/ package com.twitter.service.snowflake import com.twitter.ostrich.stats.Stats import com.twitter.service.snowflake.gen._ import java.util.Random import com.twitter.logging.Logger /** * An object that generates IDs. * This is broken into a separate class in case * we ever want to support multiple worker threads * per process */ class IdWorker(val workerId: Long, val datacenterId: Long, private val reporter: Reporter, var sequence: Long = 0L) extends Snowflake.Iface { private[this] def genCounter(agent: String) = { Stats.incr("ids_generated") Stats.incr("ids_generated_%s".format(agent)) } private[this] val exceptionCounter = Stats.getCounter("exceptions") private[this] val log = Logger.get private[this] val rand = new Random val twepoch = 1288834974657L //机器标识位数 private[this] val workerIdBits = 5L //数据中心标识位数 private[this] val datacenterIdBits = 5L //机器ID最大值 private[this] val maxWorkerId = -1L ^ (-1L << workerIdBits) //数据中心ID最大值 private[this] val maxDatacenterId = -1L ^ (-1L << datacenterIdBits) //毫秒内自增位 private[this] val sequenceBits = 12L //机器ID偏左移12位 private[this] val workerIdShift = sequenceBits //数据中心ID左移17位 private[this] val datacenterIdShift = sequenceBits + workerIdBits //时间毫秒左移22位 private[this] val timestampLeftShift = sequenceBits + workerIdBits + datacenterIdBits private[this] val sequenceMask = -1L ^ (-1L << sequenceBits) private[this] var lastTimestamp = -1L // sanity check for workerId if (workerId > maxWorkerId || workerId < 0) { exceptionCounter.incr(1) throw new IllegalArgumentException("worker Id can't be greater than %d or less than 0".format(maxWorkerId)) } if (datacenterId > maxDatacenterId || datacenterId < 0) { exceptionCounter.incr(1) throw new IllegalArgumentException("datacenter Id can't be greater than %d or less than 0".format(maxDatacenterId)) } log.info("worker starting. timestamp left shift %d, datacenter id bits %d, worker id bits %d, sequence bits %d, workerid %d", timestampLeftShift, datacenterIdBits, workerIdBits, sequenceBits, workerId) def get_id(useragent: String): Long = { if (!validUseragent(useragent)) { exceptionCounter.incr(1) throw new InvalidUserAgentError } val id = nextId() genCounter(useragent) reporter.report(new AuditLogEntry(id, useragent, rand.nextLong)) id } def get_worker_id(): Long = workerId def get_datacenter_id(): Long = datacenterId def get_timestamp() = System.currentTimeMillis protected[snowflake] def nextId(): Long = synchronized { var timestamp = timeGen() //时间错误 if (timestamp < lastTimestamp) { exceptionCounter.incr(1) log.error("clock is moving backwards. Rejecting requests until %d.", lastTimestamp); throw new InvalidSystemClock("Clock moved backwards. Refusing to generate id for %d milliseconds".format( lastTimestamp - timestamp)) } if (lastTimestamp == timestamp) { //当前毫秒内，则+1 sequence = (sequence + 1) & sequenceMask if (sequence == 0) { //当前毫秒内计数满了，则等待下一秒 timestamp = tilNextMillis(lastTimestamp) } } else { sequence = 0 } lastTimestamp = timestamp //ID偏移组合生成最终的ID，并返回ID ((timestamp - twepoch) << timestampLeftShift) | (datacenterId << datacenterIdShift) | (workerId << workerIdShift) | sequence } //等待下一个毫秒的到来 protected def tilNextMillis(lastTimestamp: Long): Long = { var timestamp = timeGen() while (timestamp <= lastTimestamp) { timestamp = timeGen() } timestamp } protected def timeGen(): Long = System.currentTimeMillis() val AgentParser = """([a-zA-Z][a-zA-Z\-0-9]*)""".r def validUseragent(useragent: String): Boolean = useragent match { case AgentParser(_) => true case _ => false } }

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上述为twitter的实现，下面且看一个Java实现，貌似为淘宝的朋友写的。

public class IdWorker { private final long workerId; private final static long twepoch = 1361753741828L; private long sequence = 0L; private final static long workerIdBits = 4L; public final static long maxWorkerId = -1L ^ -1L << workerIdBits; private final static long sequenceBits = 10L; private final static long workerIdShift = sequenceBits; private final static long timestampLeftShift = sequenceBits + workerIdBits; public final static long sequenceMask = -1L ^ -1L << sequenceBits; private long lastTimestamp = -1L; public IdWorker(final long workerId) { super(); if (workerId > this.maxWorkerId || workerId < 0) { throw new IllegalArgumentException(String.format( "worker Id can't be greater than %d or less than 0", this.maxWorkerId)); } this.workerId = workerId; } public synchronized long nextId() { long timestamp = this.timeGen(); if (this.lastTimestamp == timestamp) { this.sequence = (this.sequence + 1) & this.sequenceMask; if (this.sequence == 0) { System.out.println("###########" + sequenceMask); timestamp = this.tilNextMillis(this.lastTimestamp); } } else { this.sequence = 0; } if (timestamp < this.lastTimestamp) { try { throw new Exception( String.format( "Clock moved backwards. Refusing to generate id for %d milliseconds", this.lastTimestamp - timestamp)); } catch (Exception e) { e.printStackTrace(); } } this.lastTimestamp = timestamp; long nextId = ((timestamp - twepoch << timestampLeftShift)) | (this.workerId << this.workerIdShift) | (this.sequence); // System.out.println("timestamp:" + timestamp + ",timestampLeftShift:" // + timestampLeftShift + ",nextId:" + nextId + ",workerId:" // + workerId + ",sequence:" + sequence); return nextId; } private long tilNextMillis(final long lastTimestamp) { long timestamp = this.timeGen(); while (timestamp <= lastTimestamp) { timestamp = this.timeGen(); } return timestamp; } private long timeGen() { return System.currentTimeMillis(); } public static void main(String[] args){ IdWorker worker2 = new IdWorker(2); System.out.println(worker2.nextId()); } }

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再来看一个php的实现

 self::$maxWorkerId || $workId< 0 ) { throw new Exception("worker Id can't be greater than 15 or less than 0"); } self::$workerId=$workId; echo 'logdebug->__construct()->self::$workerId:'.self::$workerId; echo '
'; } function timeGen(){ //获得当前时间戳 $time = explode(' ', microtime()); $time2= substr($time[0], 2, 3); $timestramp = $time[1].$time2; echo 'logdebug->timeGen()->$timestramp:'.$time[1].$time2; echo '
'; return $time[1].$time2; } function tilNextMillis($lastTimestamp) { $timestamp = $this->timeGen(); while ($timestamp <= $lastTimestamp) { $timestamp = $this->timeGen(); } echo 'logdebug->tilNextMillis()->$timestamp:'.$timestamp; echo '
'; return $timestamp; } function nextId() { $timestamp=$this->timeGen(); echo 'logdebug->nextId()->self::$lastTimestamp1:'.self::$lastTimestamp; echo '
'; if(self::$lastTimestamp == $timestamp) { self::$sequence = (self::$sequence + 1) & self::$sequenceMask; if (self::$sequence == 0) { echo "###########".self::$sequenceMask; $timestamp = $this->tilNextMillis(self::$lastTimestamp); echo 'logdebug->nextId()->self::$lastTimestamp2:'.self::$lastTimestamp; echo '
'; } } else { self::$sequence = 0; echo 'logdebug->nextId()->self::$sequence:'.self::$sequence; echo '
'; } if ($timestamp < self::$lastTimestamp) { throw new Excwption("Clock moved backwards. Refusing to generate id for ".(self::$lastTimestamp-$timestamp)." milliseconds"); } self::$lastTimestamp = $timestamp; echo 'logdebug->nextId()->self::$lastTimestamp3:'.self::$lastTimestamp; echo '
'; echo 'logdebug->nextId()->(($timestamp - self::$twepoch << self::$timestampLeftShift )):'.((sprintf('%.0f', $timestamp) - sprintf('%.0f', self::$twepoch) )); echo '
'; $nextId = ((sprintf('%.0f', $timestamp) - sprintf('%.0f', self::$twepoch) )) | ( self::$workerId << self::$workerIdShift ) | self::$sequence; echo 'timestamp:'.$timestamp.'-----'; echo 'twepoch:'.sprintf('%.0f', self::$twepoch).'-----'; echo 'timestampLeftShift ='.self::$timestampLeftShift.'-----'; echo 'nextId:'.$nextId.'----'; echo 'workId:'.self::$workerId.'-----'; echo 'workerIdShift:'.self::$workerIdShift.'-----'; return $nextId; } } $Idwork = new Idwork(1); $a= $Idwork->nextId(); $Idwork = new Idwork(2); $a= $Idwork->nextId(); ?>

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