|
| 1 | +#!/usr/bin/env python3 |
| 2 | +# -*- coding: utf-8 -*- |
| 3 | +""" |
| 4 | +Twitter雪花算法(Snowflake)的Python实现 |
| 5 | +用于生成分布式唯一ID |
| 6 | +
|
| 7 | +ID结构(64位): |
| 8 | +- 1位符号位,固定为0 |
| 9 | +- 41位时间戳(毫秒级) |
| 10 | +- 5位数据中心ID |
| 11 | +- 5位机器ID |
| 12 | +- 12位序列号 |
| 13 | +
|
| 14 | +https://github.com/twitter-archive/snowflake/blob/snowflake-2010/src/main/scala/com/twitter/service/snowflake/IdWorker.scala |
| 15 | +""" |
| 16 | + |
| 17 | +import time |
| 18 | + |
| 19 | +from dataclasses import dataclass |
| 20 | + |
| 21 | + |
| 22 | +class SnowflakeException(Exception): |
| 23 | + """雪花算法基础异常类""" |
| 24 | + |
| 25 | + pass |
| 26 | + |
| 27 | + |
| 28 | +class InvalidSystemClock(SnowflakeException): |
| 29 | + """时钟回拨异常""" |
| 30 | + |
| 31 | + pass |
| 32 | + |
| 33 | + |
| 34 | +class InvalidWorkerId(SnowflakeException): |
| 35 | + """无效的工作节点ID异常""" |
| 36 | + |
| 37 | + pass |
| 38 | + |
| 39 | + |
| 40 | +class InvalidDatacenterId(SnowflakeException): |
| 41 | + """无效的数据中心ID异常""" |
| 42 | + |
| 43 | + pass |
| 44 | + |
| 45 | + |
| 46 | +@dataclass |
| 47 | +class SnowflakeConfig: |
| 48 | + """雪花算法配置类""" |
| 49 | + |
| 50 | + # 64位ID的划分 |
| 51 | + WORKER_ID_BITS: int = 5 |
| 52 | + DATACENTER_ID_BITS: int = 5 |
| 53 | + SEQUENCE_BITS: int = 12 |
| 54 | + |
| 55 | + # 最大取值计算 |
| 56 | + MAX_WORKER_ID: int = -1 ^ (-1 << WORKER_ID_BITS) # 2**5-1 0b11111 |
| 57 | + MAX_DATACENTER_ID: int = -1 ^ (-1 << DATACENTER_ID_BITS) |
| 58 | + |
| 59 | + # 移位偏移计算 |
| 60 | + WORKER_ID_SHIFT: int = SEQUENCE_BITS |
| 61 | + DATACENTER_ID_SHIFT: int = SEQUENCE_BITS + WORKER_ID_BITS |
| 62 | + TIMESTAMP_LEFT_SHIFT: int = SEQUENCE_BITS + WORKER_ID_BITS + DATACENTER_ID_BITS |
| 63 | + |
| 64 | + # 序号循环掩码 |
| 65 | + SEQUENCE_MASK: int = -1 ^ (-1 << SEQUENCE_BITS) |
| 66 | + |
| 67 | + # 元年时间戳, 2010-01-01 00:00:00 |
| 68 | + EPOCH: int = 1262275200000 |
| 69 | + |
| 70 | + # 默认配置 |
| 71 | + DEFAULT_DATACENTER_ID: int = 1 |
| 72 | + DEFAULT_WORKER_ID: int = 0 |
| 73 | + DEFAULT_SEQUENCE: int = 0 |
| 74 | + |
| 75 | + |
| 76 | +class Snowflake: |
| 77 | + """雪花算法ID生成器""" |
| 78 | + |
| 79 | + def __init__( |
| 80 | + self, |
| 81 | + datacenter_id: int = SnowflakeConfig.DEFAULT_DATACENTER_ID, |
| 82 | + worker_id: int = SnowflakeConfig.DEFAULT_WORKER_ID, |
| 83 | + sequence: int = SnowflakeConfig.DEFAULT_SEQUENCE, |
| 84 | + ): |
| 85 | + """ |
| 86 | + 初始化ID生成器 |
| 87 | +
|
| 88 | + :param datacenter_id: 数据中心ID (0-31) |
| 89 | + :param worker_id: 工作节点ID (0-31) |
| 90 | + :param sequence: 起始序列号 |
| 91 | + """ |
| 92 | + if not 0 <= worker_id <= SnowflakeConfig.MAX_WORKER_ID: |
| 93 | + raise InvalidWorkerId(f'工作节点ID必须在0-{SnowflakeConfig.MAX_WORKER_ID}之间') |
| 94 | + |
| 95 | + if not 0 <= datacenter_id <= SnowflakeConfig.MAX_DATACENTER_ID: |
| 96 | + raise InvalidDatacenterId(f'数据中心ID必须在0-{SnowflakeConfig.MAX_DATACENTER_ID}之间') |
| 97 | + |
| 98 | + self.worker_id = worker_id |
| 99 | + self.datacenter_id = datacenter_id |
| 100 | + self.sequence = sequence |
| 101 | + self.last_timestamp = -1 |
| 102 | + |
| 103 | + def __call__(self) -> int: |
| 104 | + """使实例可调用,用于default_factory""" |
| 105 | + return self.generate() |
| 106 | + |
| 107 | + @staticmethod |
| 108 | + def _gen_timestamp() -> int: |
| 109 | + """ |
| 110 | + 生成当前时间戳,单位:毫秒 |
| 111 | +
|
| 112 | + :return: 当前时间戳 |
| 113 | + """ |
| 114 | + return int(time.time() * 1000) |
| 115 | + |
| 116 | + def _til_next_millis(self, last_timestamp: int) -> int: |
| 117 | + """ |
| 118 | + 等待到下一个毫秒 |
| 119 | +
|
| 120 | + :param last_timestamp: 上次生成ID的时间戳 |
| 121 | + :return: 下一个毫秒的时间戳 |
| 122 | + """ |
| 123 | + timestamp = self._gen_timestamp() |
| 124 | + while timestamp <= last_timestamp: |
| 125 | + timestamp = self._gen_timestamp() |
| 126 | + return timestamp |
| 127 | + |
| 128 | + def generate(self) -> int: |
| 129 | + """ |
| 130 | + 获取新的唯一ID,单位:毫秒 |
| 131 | +
|
| 132 | + :return: 新的唯一ID |
| 133 | + """ |
| 134 | + timestamp = self._gen_timestamp() |
| 135 | + |
| 136 | + if timestamp < self.last_timestamp: |
| 137 | + raise InvalidSystemClock(f'系统时钟回拨,拒绝生成ID直到 {self.last_timestamp}') |
| 138 | + |
| 139 | + if timestamp == self.last_timestamp: |
| 140 | + self.sequence = (self.sequence + 1) & SnowflakeConfig.SEQUENCE_MASK |
| 141 | + if self.sequence == 0: |
| 142 | + timestamp = self._til_next_millis(self.last_timestamp) |
| 143 | + else: |
| 144 | + self.sequence = 0 |
| 145 | + |
| 146 | + self.last_timestamp = timestamp |
| 147 | + |
| 148 | + new_id = ( |
| 149 | + ((timestamp - SnowflakeConfig.EPOCH) << SnowflakeConfig.TIMESTAMP_LEFT_SHIFT) |
| 150 | + | (self.datacenter_id << SnowflakeConfig.DATACENTER_ID_SHIFT) |
| 151 | + | (self.worker_id << SnowflakeConfig.WORKER_ID_SHIFT) |
| 152 | + | self.sequence |
| 153 | + ) |
| 154 | + return new_id |
| 155 | + |
| 156 | + |
| 157 | +snowflake = Snowflake() |
| 158 | + |
| 159 | +if __name__ == '__main__': |
| 160 | + for _ in range(10): |
| 161 | + print(snowflake.generate()) |
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