• python codis集群客户端(一)


    在使用codis时候,我们遇到的场景是,公司提供了HA的Proxy(例如N个),但是不暴露zookeeper(也就是说没有codis后端服务列表)。

    如果暴露zk的话,可以看这一篇http://www.cnblogs.com/kangoroo/p/7485760.html

    要求在开发客户端api的过程中,自己进行探活&故障摘除&负载均衡。

    我这里做了一个简单的实现,提供给大家参考。本实例支持使用在server或者daemon中。

    我们的实现叫做pycodis。

    1、核心文件CodisPool.py

    在这个文件里,实现了多服务端实例链接,探活与故障摘除,负载均衡策略(随机&roundrobin)。

    1)探活

    由于公司不暴露CodisProxy的zookeeper,我们在编写客户端程序的时候无法获取活跃的codisProxy服务列表。我们不得不自己去探活并且保存活跃的服务列表。

    我们通过在初始化CodisPool实例时候,启动了后台线程_check_available_backgroud,去轮询配置的codisProxy列表,我们的探活与摘除满足以下3个要求:

    a)如果在一定的阈值时间段内(默认3s),某个codisProxy始终无法提供服务,就暂时将它从codisProxy列表中摘除;

    b)被摘除的codisProxy实例无法通过get_connection得到,但是在codisProxy列表中保留它,让它可以在满足条件的情况下复起;

    c)当被摘除的codisProxy恢复了,就把它放到可用codisProxy列表中,这样通过get_connetion又能拿到它。

    注:这里通过get_connection拿到的proxy,其实现方式是redis链接池。

    2)负载均衡

    我们通过get_connection这个函数在proxy列表中得到一个可用链接,那么获取可用链接的负载均衡算法是怎样的呢?

    PickUp抽象类,定义了负载均衡类需要实现的方法,pick_up()。

    我们实现了两种负载均衡算法:

    a)RandomPickUp,随机负载均衡

    b)RoundRobinPickUp,轮询负载均衡

    3)单例模式的保证

    为了不至于在程序运行时创建很多的链接池实例,这是违反设计初衷的,链接池就没有意义了,我们需要实现为线程安全的单例模式。

    在CodisPool实现中只保证了不会额外建立太多的链接池--我们在__init__中一次性创建好了Podis实例,并且放入到proxy列表中。单例模式留待使用中去实现,最简单的方式是,在python的module中先把CodisPool的实例建立好。然后其他的线程在去访问。可以参考我们的example实例。

    # -*- coding:utf-8 -*-
    import abc
    import uuid
    import time
    import logging
    import traceback
    import threading
    import redis
    from Podis import Podis
    
    logger = logging.getLogger(__name__)
    
    
    class CodisPool(object):
    
        def __init__(self, codis_config):
            self._pool_shards = []
            self._availables = []
            self._connection = None
            self._create_pool(codis_config)
            self._check_available_backgroud()
    
        def _check_available_backgroud(self):
            bg = Background(self._check_pool_shards)
            bg.start()
    
        def _create_pool(self, codis_config):
            address_list = codis_config.get('addrs').split(',')
            for address in address_list:
                host = address.split(':')[0]
                port = address.split(':')[1]
                self._pool_shards.append(
                    Podis(
                        redis.ConnectionPool(
                            host=host, port=port, db=0,
                            password=codis_config.get('password'),
                            max_connections=codis_config.get('max_connections')
                        )
                    )
                )
                self._availables.append(True)
            if len(self._pool_shards) == 0:
                logger.error('创建codis链接池失败')
                raise Exception('创建codis链接池失败')
    
        def _check_pool_shards(self):
            while True:
                self._pool_shards_is_available()
    
        def _pool_shards_is_available(self, retry_num=3):
            i = 0
            for pool in self._pool_shards:
                try:
                    retry = retry_num
                    go_on = True
                    while go_on and retry > 0:
                        try:
                            pong = pool.ping()
                            if not pong:
                                retry -= 1
                            else:
                                go_on = False
                        except Exception, ex:
                            retry -= 1
                            raise
                        finally:
                            time.sleep(1)
                    if retry <= 0:
                        self._availables[i] = False
                    else:
                        self._availables[i] = True
                except Exception, ex:
                    logger.error(traceback.format_exc())
                finally:
                    i += 1
    
        def _get_available_shards(self):
            i = 0
            available_shards = []
            for shard in self._pool_shards:
                if self._availables[i]:
                   available_shards.append(shard)
                i += 1
            return available_shards
    
        def get_connection(self, pick_up=None):
            if isinstance(pick_up, PickUp):
                codisPool = pick_up.pick_up(self._get_available_shards())
            else:
                pick_up = RandomPickUp()
                codisPool = pick_up.pick_up(self._get_available_shards())
            return codisPool
    
        def get_pool_shards(self):
            return self._pool_shards
    
        def get_availables(self):
            return self._get_available_shards()
    
    
    class Background(object):
        def __init__(self, target, daemon=True):
            self.daemon = daemon
            self.thread = threading.Thread(target=target)
    
        def start(self):
            self.thread.setDaemon(self.daemon)
            self.thread.start()
    
    
    class PickUp(object):
    
        __metaclass__ = abc.ABCMeta
    
        @abc.abstractmethod
        def __init__(self):
            pass
    
        @abc.abstractmethod
        def pick_up(self, pool_list):
            return
    
    
    class RandomPickUp(PickUp):
        def __init__(self):
            PickUp.__init__(self)
    
        def pick_up(self, pool_list):
            pool_size = len(pool_list)
            index = abs(hash(uuid.uuid4())) % pool_size
            pool = pool_list[index]
            print "RandomPickUp, 拿到第", index, "个pool"
            return pool
    
    
    class RoundRobinPickUp(PickUp):
    
        def __init__(self):
            PickUp.__init__(self)
            self.index = 0
            self.round_robin_lock = threading.Lock()
    
        def pick_up(self, pool_list):
            with self.round_robin_lock:
                pool_size = len(pool_list)
                self.index += 1
                index = abs(self.index) % pool_size
                pool = pool_list[index]
                print "RoundRobinPickUp, 拿到第", index, "个pool"
                return pool

    2、Podis,实际的句柄资源

    在CodisPool获得的句柄就是本类的一个实例。

    # -*- coding:utf-8 -*-
    import redis
    import logging
    import traceback
    
    logger = logging.getLogger(__name__)
    
    
    def redis_getter(func):
        def wrapper(*args, **kwargs):
            try:
                result = func(*args, **kwargs)
                return result or None
            except Exception, ex:
                logger.error(traceback.format_exc())
                raise
        return wrapper
    
    
    def redis_setter(func):
        def wrapper(*args, **kwargs):
            try:
                func(*args, **kwargs)
                return True
            except Exception, ex:
                logger.error(traceback.format_exc())
                raise
        return wrapper
    
    
    class Podis(object):
    
        def __init__(self, pool):
            self._connection = redis.StrictRedis(connection_pool=pool)
    
        @redis_getter
        def ping(self):
            return self._connection.ping()
    
        @redis_getter
        def get(self, key):
            return self._connection.get(key)
    
        @redis_setter
        def set(self, key, value):
            self._connection.set(key, value)
    
        @redis_setter
        def lpush(self, key, *value):
            self._connection.lpush(key, *value)
    
        @redis_getter
        def lpop(self, key):
            return self._connection.lpop(key)
    
        @redis_getter
        def lrange(self, key, start, end):
            return self._connection.lrange(key, start, end)
    
        @redis_setter
        def sadd(self, key, *value):
            self._connection.sadd(key, *value)
    
        @redis_setter
        def srem(self, key, *value):
            self._connection.srem(key, *value)
    
        @redis_getter
        def zrange(self,key,start,end):
            return self._connection.zrange(key,start,end)
    
        @redis_getter
        def zrevrange(self,key,start,end):
            return self._connection.zrevrange(key,start,end,withscores=True)
    
        @redis_getter
        def zscore(self,key,*value):
            return self._connection.zscore(key,value)
    
        @redis_setter
        def zadd(self,key,score,*value):
            self._connection.zadd(key,score,value)
    
        @redis_getter
        def smembers(self, key):
            return self._connection.smembers(key)
    
        @redis_getter
        def hgetall(self, key):
            return self._connection.hgetall(key)
    
        @redis_getter
        def hget(self, key, name):
            return self._connection.hget(key, name)
    
        @redis_getter
        def hkeys(self, key):
            return self._connection.hkeys(key)
    
        @redis_setter
        def hset(self, key, name, value):
            self._connection.hset(key, name, value)
    
        @redis_setter
        def hmset(self, name, mapping):
            self._connection.hmset(name, mapping)
    
        @redis_setter
        def hdel(self, key, name):
            self._connection.hdel(key, name)
    
        @redis_setter
        def delete(self, *key):
            self._connection.delete(*key)
    
        # codis不支持
        @redis_getter
        def keys(self, pattern):
            return self._connection.keys(pattern)
    
        @redis_setter
        def expire(self, key, time):
            return self._connection.expire(key, time)
    
        @redis_getter
        def ttl(self, key):
            return self._connection.ttl(key)

    3、配置文件CodisConfig.py

    这里我没有对最大连接数,超时时间等等做配置,你可以根据你的场景自行添加。

    codis_config = {
        'addrs': '100.90.186.47:3000,100.90.187.33:3000'
    }

    4、单测和使用

    我们模拟在并发场景下,对资源的获得和释放情况。

    import time
    import threading
    from pycodis.CodisConfig import codis_config
    from pycodis.CodisPool import CodisPool, RoundRobinPickUp
    
    codis_pool1 = CodisPool(codis_config)
    print '------1-------'
    pick_up1 = RoundRobinPickUp()
    print '------2-------'
    codis_pool2 = CodisPool(codis_config)
    print '------3-------'
    pick_up2 = RoundRobinPickUp()
    print '------4-------'
    
    
    def func(i):
        for i in range(10):
            podis1 = codis_pool1.get_connection(pick_up=pick_up1)
            podis2 = codis_pool2.get_connection(pick_up=pick_up2)
            podis1.delete(i)
            podis2.delete(i)
            time.sleep(1)
    
    thread_list = []
    for i in range(100):
        thread_list.append(threading.Thread(target=func, args=[i]))
    
    for thread in thread_list:
        thread.setDaemon(True)
        thread.start()
    
    time.sleep(10)

    可以看到打印的信息,每次都不一样

    ------1-------
    ------2-------
    ------3-------
    ------4-------
    RoundRobinPickUp, 拿到第 1 个pool
    RoundRobinPickUp, 拿到第 RoundRobinPickUp, 拿到第 01 个pool
     个pool
    RoundRobinPickUp, 拿到第 0 个poolRoundRobinPickUp, 拿到第
     1 个pool
    RoundRobinPickUp, 拿到第 1RoundRobinPickUp, 拿到第  个pool
    0 个pool
    RoundRobinPickUp, 拿到第 RoundRobinPickUp, 拿到第0  个pool
    1 个pool
    RoundRobinPickUp, 拿到第 RoundRobinPickUp, 拿到第 10 个pool
     RoundRobinPickUp, 拿到第个pool
     1RoundRobinPickUp, 拿到第  个pool
    RoundRobinPickUp, 拿到第 00  个pool个pool
    
    RoundRobinPickUp, 拿到第 1RoundRobinPickUp, 拿到第  个pool
    1 个poolRoundRobinPickUp, 拿到第
    0RoundRobinPickUp, 拿到第 0 个pool
     RoundRobinPickUp, 拿到第 1 个pool
    个pool
    RoundRobinPickUp, 拿到第 RoundRobinPickUp, 拿到第 01 个pool
    个pool
    RoundRobinPickUp, 拿到第 RoundRobinPickUp, 拿到第 10  个pool个pool
    
    RoundRobinPickUp, 拿到第 RoundRobinPickUp, 拿到第 1 个pool
    0 RoundRobinPickUp, 拿到第 个pool
    RoundRobinPickUp, 拿到第 0 个pool1
     RoundRobinPickUp, 拿到第个pool
    1 个poolRoundRobinPickUp, 拿到第
    RoundRobinPickUp, 拿到第 0 0个pool
     RoundRobinPickUp, 拿到第 个pool1
     个poolRoundRobinPickUp, 拿到第
    RoundRobinPickUp, 拿到第 10 个pool 个pool
    
    RoundRobinPickUp, 拿到第 0RoundRobinPickUp, 拿到第  个pool
    1 个poolRoundRobinPickUp, 拿到第 1 个pool
    
    RoundRobinPickUp, 拿到第 RoundRobinPickUp, 拿到第 0 个pool
    0 个pool
    RoundRobinPickUp, 拿到第RoundRobinPickUp, 拿到第  1 个pool
    1 个poolRoundRobinPickUp, 拿到第
    0 个pool
     RoundRobinPickUp, 拿到第RoundRobinPickUp, 拿到第 0 个pool
    RoundRobinPickUp, 拿到第 11  个pool个pool
  • 相关阅读:
    sass 基本语法
    ruby gem的安装步骤
    sass 安装与各种命令
    《转》阿里负责人揭秘面试潜规则
    Json数组基础知识
    Json序列化与反序列化
    《转》请放下你的无效社交
    Perfmon
    C# 连接SQL Server数据库的几种方式--server+data source等方式
    C#三种字符串拼接方法的效率对比
  • 原文地址:https://www.cnblogs.com/kangoroo/p/7481567.html
Copyright © 2020-2023  润新知