Twitter分布式自增ID算法Snowflake

在分布式系统中,需要生成全局UID的场合还是比较多的,twitter的snowflake解决了这种需求,实现也还是很简单的,除去配置信息,核心代码就是毫秒级时间41位 机器ID 10位 毫秒内序列12位。

10---0000000000 0000000000 0000000000 0000000000 0 --- 00000 ---00000 ---000000000000
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。

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
 

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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