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  • [源码分析] 消息队列 Kombu 之 启动过程

    [源码分析] 消息队列 Kombu 之 启动过程

    0x00 摘要

    本系列我们介绍消息队列 Kombu。Kombu 的定位是一个兼容 AMQP 协议的消息队列抽象。通过本文,大家可以了解 Kombu 是如何启动,以及如何搭建一个基本的架子。

    因为之前有一个综述,所以大家会发现,一些概念讲解文字会同时出现在后续文章和综述之中。

    0x01 示例

    下面使用如下代码来进行说明。

    本示例来自https://liqiang.io/post/kombu-source-code-analysis-part-5系列,特此深表感谢。

    def main(arguments):
        hub = Hub()
        exchange = Exchange('asynt_exchange')
        queue = Queue('asynt_queue', exchange, 'asynt_routing_key')
    
        def send_message(conn):
            producer = Producer(conn)
            producer.publish('hello world', exchange=exchange, routing_key='asynt_routing_key')
            print('message sent')
    
        def on_message(message):
            print('received: {0!r}'.format(message.body))
            message.ack()
            # hub.stop()  # <-- exit after one message
    
        conn = Connection('redis://localhost:6379')
        conn.register_with_event_loop(hub)
    
        def p_message():
            print(' kombu ')
    
        with Consumer(conn, [queue], on_message=on_message):
            send_message(conn)
            hub.timer.call_repeatedly(3, p_message)
            hub.run_forever()
    
    if __name__ == '__main__':
        sys.exit(main(sys.argv[1:]))
    

    0x02 启动

    让我们顺着程序流程看看Kombu都做了些什么,也可以对 Kombu 内部有所了解。

    本文关注的重点是:Connection,Channel 和 Hub 是如何联系在一起的

    2.1 Hub

    在程序开始,我们建立了Hub。

    Hub的作用是建立消息Loop,但是此时尚未建立,因此只是一个静态实例。

    hub = Hub()
    

    其定义如下:

    class Hub:
        """Event loop object.
        Arguments:
            timer (kombu.asynchronous.Timer): Specify custom timer instance.
        """
        def __init__(self, timer=None):
            self.timer = timer if timer is not None else Timer()
    
            self.readers = {}
            self.writers = {}
            self.on_tick = set()
            self.on_close = set()
            self._ready = set()
    
            self._running = False
            self._loop = None
    
            self.consolidate = set()
            self.consolidate_callback = None
    
            self.propagate_errors = ()
            self._create_poller()
    

    因为此时没有建立loop,所以目前重要的步骤是建立Poll,其Stack如下:

    _get_poller, eventio.py:321
    poll, eventio.py:328
    _create_poller, hub.py:113
    __init__, hub.py:96
    main, testUb.py:22
    <module>, testUb.py:55
    

    在eventio.py中有如下,我们可以看到Kombu可以使用多种模型来进行内核消息处理:

    def _get_poller():
        if detect_environment() != 'default':
            # greenlet
            return _select
        elif epoll:
            # Py2.6+ Linux
            return _epoll
        elif kqueue and 'netbsd' in sys.platform:
            return _kqueue
        elif xpoll:
            return _poll
        else:
            return _select
    

    因为本机情况,这里选择的是:_poll。

    +------------------+
    | Hub              |
    |                  |
    |                  |            +-------------+
    |      poller +---------------> | _poll       |
    |                  |            |             |         +-------+
    |                  |            |    _poller+---------> |  poll |
    +------------------+            |             |         +-------+
                                    +-------------+
    

    2.2 Exchange与Queue

    其次建立了Exchange与Queue。

    • Exchange:交换机,消息发送者将消息发至 Exchange,Exchange 负责将消息分发至 Queue;
    • Queue:消息队列,存储着即将被应用消费掉的消息,Exchange 负责将消息分发 Queue,消费者从 Queue 接收消息;

    因为此时也没有具体消息,所以我们暂且无法探究Exchange机制。

    exchange = Exchange('asynt')
    queue = Queue('asynt', exchange, 'asynt')
    

    此时将把Exchange与Queue联系起来。图示如下:

    +------------------+
    | Hub              |
    |                  |
    |                  |            +-------------+
    |      poller +---------------> | _poll       |
    |                  |            |             |         +-------+
    |                  |            |    _poller+---------> |  poll |
    +------------------+            |             |         +-------+
                                    +-------------+
    
    
    +----------------+         +-------------------+
    | Exchange       |         | Queue             |
    |                |         |                   |
    |                |         |                   |
    |     channel    | <------------+ exchange     |
    |                |         |                   |
    |                |         |                   |
    +----------------+         +-------------------+
    

    2.3 Connection

    第三步就是建立Connection。

    Connection是对 MQ 连接的抽象,一个 Connection 就对应一个 MQ 的连接。现在就是对'redis://localhost:6379'连接进行抽象。

    conn = Connection('redis://localhost:6379')
    

    2.3.1 定义

    由定义注释可知,Connection是到broker的连接。从具体代码可以看出,Connection更接近是一个逻辑概念,具体功能都委托给别人完成。

    消息从来不直接发送给队列,甚至 Producers 都可能不知道队列的存在。 Producer如何才能将消息发送给Consumer呢?这中间需要经过 Message Broker 的处理和传递。

    AMQP中,承担 Message Broker 功能的就是 AMQP Server。也正是从这个角度讲,AMQP 的 Producer 和Consumer 都是 AMQP Client。

    在Kombu 体系中,用 transport 对所有的 broker 进行了抽象,为不同的 broker 提供了一致的解决方案。通过Kombu,开发者可以根据实际需求灵活的选择或更换broker

    Connection主要成员变量是,但是此时没有赋值:

    • _connection:
    • _transport:就是上面提到的对 broker 的抽象。
    • cycle:与broker交互的调度策略。
    • failover_strategy:在连接失效时,选取其他hosts的策略。
    • heartbeat:用来实施心跳。

    代码如下:

    class Connection:
        """A connection to the broker"""
    
        port = None
        virtual_host = '/'
        connect_timeout = 5
    
        _connection = None
        _default_channel = None
        _transport = None
        uri_prefix = None
    
        #: The cache of declared entities is per connection,
        #: in case the server loses data.
        declared_entities = None
    
        #: Iterator returning the next broker URL to try in the event
        #: of connection failure (initialized by :attr:`failover_strategy`).
        cycle = None
    
        #: Additional transport specific options,
        #: passed on to the transport instance.
        transport_options = None
    
        #: Strategy used to select new hosts when reconnecting after connection
        #: failure.  One of "round-robin", "shuffle" or any custom iterator
        #: constantly yielding new URLs to try.
        failover_strategy = 'round-robin'
    
        #: Heartbeat value, currently only supported by the py-amqp transport.
        heartbeat = None
    
        resolve_aliases = resolve_aliases
        failover_strategies = failover_strategies
    
        hostname = userid = password = ssl = login_method = None
    

    2.3.2 init 与 transport

    Connection内部主要任务是建立了transport。

    Stack大致如下:

    Transport, redis.py:1039
    <module>, redis.py:1031
    import_module, __init__.py:126
    symbol_by_name, imports.py:56
    resolve_transport, __init__.py:70
    get_transport_cls, __init__.py:85
    __init__, connection.py:183
    main, testUb.py:40
    <module>, testUb.py:55
    

    2.4 Transport

    在Kombu体系中,用transport对所有的broker进行了抽象,为不同的broker提供了一致的解决方案。通过Kombu,开发者可以根据实际需求灵活的选择或更换broker。

    Transport:真实的 MQ 连接,也是真正连接到 MQ(redis/rabbitmq) 的实例。就是存储和发送消息的实体,用来区分底层消息队列是用amqp、Redis还是其它实现的。

    Transport负责具体操作,但是很多操作移交给 loop 与 MultiChannelPoller 进行。

    2.4.1 定义

    其主要成员变量为:

    • 本transport的驱动类型,名字;
    • 对应的 Channel;
    • cycle:MultiChannelPoller,具体下文提到;

    定义如下:

    class Transport(virtual.Transport):
        """Redis Transport."""
    
        Channel = Channel
    
        polling_interval = None  # disable sleep between unsuccessful polls.
        default_port = DEFAULT_PORT
        driver_type = 'redis'
        driver_name = 'redis'
    
        implements = virtual.Transport.implements.extend(
            asynchronous=True,
            exchange_type=frozenset(['direct', 'topic', 'fanout'])
        )
    
        def __init__(self, *args, **kwargs):
            if redis is None:
                raise ImportError('Missing redis library (pip install redis)')
            super().__init__(*args, **kwargs)
    
            # Get redis-py exceptions.
            self.connection_errors, self.channel_errors = self._get_errors()
            # All channels share the same poller.
            self.cycle = MultiChannelPoller()
    

    2.4.2 移交操作

    Transport负责具体操作,但是很多操作移交给 loop 与 MultiChannelPoller 进行,具体从下面代码可见。

    def register_with_event_loop(self, connection, loop):
        cycle = self.cycle
        cycle.on_poll_init(loop.poller)
        cycle_poll_start = cycle.on_poll_start
        add_reader = loop.add_reader
        on_readable = self.on_readable
    
        def _on_disconnect(connection):
            if connection._sock:
                loop.remove(connection._sock)
        cycle._on_connection_disconnect = _on_disconnect
    
        def on_poll_start():
            cycle_poll_start()
            [add_reader(fd, on_readable, fd) for fd in cycle.fds]
            
        loop.on_tick.add(on_poll_start)
        loop.call_repeatedly(10, cycle.maybe_restore_messages)
        
        health_check_interval = connection.client.transport_options.get(
            'health_check_interval',
            DEFAULT_HEALTH_CHECK_INTERVAL
        )
        
        loop.call_repeatedly(
            health_check_interval,
            cycle.maybe_check_subclient_health
        )
    

    其中重点是MultiChannelPoller。一个Connection有一个Transport, 一个Transport有一个MultiChannelPoller,对poll操作都是由MultiChannelPoller完成,redis操作由channel完成

    2.4.3 MultiChannelPoller

    定义如下,可以理解为执行engine,主要作用是:

    • 收集channel;
    • 建立fd到channel的映射;
    • 建立channel到socks的映射;
    • 使用poll;
    class MultiChannelPoller:
        """Async I/O poller for Redis transport."""
    
        eventflags = READ | ERR
    
        def __init__(self):
            # active channels
            self._channels = set()
            # file descriptor -> channel map.
            self._fd_to_chan = {}
            # channel -> socket map
            self._chan_to_sock = {}
            # poll implementation (epoll/kqueue/select)
            self.poller = poll()
            # one-shot callbacks called after reading from socket.
            self.after_read = set()
    

    2.4.4 获取

    Transport是预先生成的,若需要,则依据名字取得。

    TRANSPORT_ALIASES = {
        'amqp': 'kombu.transport.pyamqp:Transport',
        'amqps': 'kombu.transport.pyamqp:SSLTransport',
        'pyamqp': 'kombu.transport.pyamqp:Transport',
        'librabbitmq': 'kombu.transport.librabbitmq:Transport',
        'memory': 'kombu.transport.memory:Transport',
        'redis': 'kombu.transport.redis:Transport',
    	......
        'pyro': 'kombu.transport.pyro:Transport'
    }
    
    _transport_cache = {}
    
    
    def resolve_transport(transport=None):
        """Get transport by name. """
        if isinstance(transport, str):
            try:
                transport = TRANSPORT_ALIASES[transport]
            except KeyError:
                if '.' not in transport and ':' not in transport:
                    from kombu.utils.text import fmatch_best
                    alt = fmatch_best(transport, TRANSPORT_ALIASES)
            else:
                if callable(transport):
                    transport = transport()
            return symbol_by_name(transport)
        return transport
    
    def get_transport_cls(transport=None):
        """Get transport class by name.
        """
        if transport not in _transport_cache:
            _transport_cache[transport] = resolve_transport(transport)
        return _transport_cache[transport]
    

    此时Connection数据如下,注意其部分成员变量尚且没有意义:

    conn = {Connection} <Connection: redis://localhost:6379// at 0x7faa910cbd68>
     alt = {list: 0} []
     connect_timeout = {int} 5
     connection = {Transport} <kombu.transport.redis.Transport object at 0x7faa91277710>
     cycle = {NoneType} None
     declared_entities = {set: 0} set()
     default_channel = {Channel} <kombu.transport.redis.Channel object at 0x7faa912700b8>
     failover_strategies = {dict: 2} {'round-robin': <class 'itertools.cycle'>, 'shuffle': <function shufflecycle at 0x7faa9109a0d0>}
     failover_strategy = {type} <class 'itertools.cycle'>
     heartbeat = {int} 0
     host = {str} 'localhost:6379'
     hostname = {str} 'localhost'
     manager = {Management} <kombu.transport.virtual.base.Management object at 0x7faa91270160>
     port = {int} 6379
     recoverable_channel_errors = {tuple: 0} ()
     resolve_aliases = {dict: 2} {'pyamqp': 'amqp', 'librabbitmq': 'amqp'}
     transport = {Transport} <kombu.transport.redis.Transport object at 0x7faa91277710>
     transport_cls = {str} 'redis'
     uri_prefix = {NoneType} None
     userid = {NoneType} None
     virtual_host = {str} '/'
    

    至此,Kombu的基本就建立完成,但是彼此之间没有建立逻辑联系

    所以此时示例如下,注意此时三者没有联系:

    +-------------------+       +---------------------+       +--------------------+
    | Connection        |       | redis.Transport     |       | MultiChannelPoller |
    |                   |       |                     |       |                    |
    |                   |       |                     |       |     _channels      |
    |                   |       |        cycle +------------> |     _fd_to_chan    |
    |     transport +---------> |                     |       |     _chan_to_sock  |
    |                   |       |                     |       |     poller         |
    +-------------------+       +---------------------+       |     after_read     |
                                                              |                    |
                                                              +--------------------+
    +------------------+
    | Hub              |
    |                  |
    |                  |            +-------------+
    |      poller +---------------> | _poll       |
    |                  |            |             |         +-------+
    |                  |            |    _poller+---------> |  poll |
    +------------------+            |             |         +-------+
                                    +-------------+
    +----------------+         +-------------------+
    | Exchange       |         | Queue             |
    |                |         |                   |
    |                |         |                   |
    |     channel    | <------------+ exchange     |
    |                |         |                   |
    |                |         |                   |
    +----------------+         +-------------------+
    

    0x03 Connection注册hub

    之前我们提到,基本架子已经建立起来,但是各个模块之间彼此没有联系,下面我们就看看如何建立联系

    示例代码来到:

    conn.register_with_event_loop(hub)
    

    这里进行了注册,此时作用是把hub与Connection联系起来。随之调用到:

    def register_with_event_loop(self, loop):
        self.transport.register_with_event_loop(self.connection, loop)
    

    进而调用到transport类:<kombu.transport.redis.Transport object at 0x7fd23e962dd8>

    具体代码如下:

    def register_with_event_loop(self, connection, loop):
        cycle = self.cycle
        cycle.on_poll_init(loop.poller)# 这里建立联系,loop就是hub
        cycle_poll_start = cycle.on_poll_start
        add_reader = loop.add_reader
        on_readable = self.on_readable
    
        def _on_disconnect(connection):
            if connection._sock:
                loop.remove(connection._sock)
        cycle._on_connection_disconnect = _on_disconnect
    
        def on_poll_start():
            cycle_poll_start()
            [add_reader(fd, on_readable, fd) for fd in cycle.fds]
            
        loop.on_tick.add(on_poll_start)
        loop.call_repeatedly(10, cycle.maybe_restore_messages)
        
        health_check_interval = connection.client.transport_options.get(
            'health_check_interval',
            DEFAULT_HEALTH_CHECK_INTERVAL
        )
        
        loop.call_repeatedly(
            health_check_interval,
            cycle.maybe_check_subclient_health
        )
    

    3.1 建立Channel

    注册最初是建立Channel。这里有一个连接的动作,就是在这里,建立了Channel。

    @property
    def connection(self):
        """The underlying connection object"""
        if not self._closed:
            if not self.connected:
                return self._ensure_connection(
                    max_retries=1, reraise_as_library_errors=False
                )
            return self._connection
    

    具体建立是在 base.py 中完成,这是 Transport 基类。Stack 如下:

    create_channel, base.py:920
    establish_connection, base.py:938
    _establish_connection, connection.py:801
    _connection_factory, connection.py:866
    retry_over_time, functional.py:325
    _ensure_connection, connection.py:439
    connection, connection.py:859
    register_with_event_loop, connection.py:266
    main, testUb.py:41
    <module>, testUb.py:55
    

    3.2 Channel

    Channel:与AMQP中概念类似,可以理解成共享一个Connection的多个轻量化连接。就是真正的连接

    可以认为是 redis 操作和连接的封装。每个 Channel 都可以与 redis 建立一个连接,在此连接之上对 redis 进行操作,每个连接都有一个 socket,每个 socket 都有一个 file,从这个 file 可以进行 poll

    为了更好的说明,我们提前给出这个通讯流程大约如下:

                +---------------------------------------------------------------------------------------------------------------------------------------+
                |                                     +--------------+                                   6                       parse_response         |
                |                                +--> | Linux Kernel | +---+                                                                            |
                |                                |    +--------------+     |                                                                            |
                |                                |                         |                                                                            |
                |                                |                         |  event                                                                     |
                |                                |  1                      |                                                                            |
                |                                |                         |  2                                                                         |
                |                                |                         |                                                                            |
        +-------+---+    socket                  +                         |                                                                            |
        |   redis   | <------------> port +-->  fd +--->+                  v                                                                            |
        |           |                                   |           +------+--------+                                                                   |
        |           |    socket                         |           |  Hub          |                                                                   |
        |           | <------------> port +-->  fd +--->----------> |               |                                                                   |
        | port=6379 |                                   |           |               |                                                                   |
        |           |    socket                         |           |     readers +----->  Transport.on_readable                                        |
        |           | <------------> port +-->  fd +--->+           |               |                     +                                             |
        +-----------+                                               +---------------+                     |                                             |
                                                                                                          |                                             |
                                                            3                                             |                                             |
                 +----------------------------------------------------------------------------------------+                                             |
                 |                                                                                                                                      v
                 |                                                                                                                                                  _receive_callback
                 |                                                                                                                            5    +-------------+                      +-----------+
    +------------+------+                     +-------------------------+                                    'BRPOP' = Channel._brpop_read +-----> | Channel     | +------------------> | Consumer  |
    |       Transport   |                     |  MultiChannelPoller     |      +------>  channel . handlers  'LISTEN' = Channel._receive           +-------------+                      +---+-------+
    |                   |                     |                         |      |                                                                                           8                |
    |                   | on_readable(fileno) |                         |      |                                                                         ^                                  |
    |           cycle +---------------------> |          _fd_to_chan +---------------->  channel . handlers  'BRPOP' = Channel._brpop_read               |                                  |
    |                   |        4            |                         |      |                             'LISTEN' = Channel._receive                 |                                  |
    |  _callbacks[queue]|                     |                         |      |                                                                         |                            on_m  |  9
    |          +        |                     +-------------------------+      +------>  channel . handlers  'BRPOP' = Channel._brpop_read               |                                  |
    +-------------------+                                                                                    'LISTEN' = Channel._receive                 |                                  |
               |                                                                                                                                         |                                  v
               |                                                7           _callback                                                                    |
               +-----------------------------------------------------------------------------------------------------------------------------------------+                            User Function
    
    

    手机上如下:

    3.2.1 定义

    Channel 主要成员是:

    • async_pool :redis异步连接池;
    • pool :redis连接池;
    • channel_id :Channel ID;
    • client :就是StrictRedis之类的driver;
    • connection :对应的Transport;
    • cycle = {FairCycle} <FairCycle: 0/0 []>
    • queue_order_strategy :获取queue的策略;
    • state :BrokerState状态;
    • subclient :PubSub所用的client;
      keyprefix_queue = '{p}_kombu.binding.%s'.format(p=KEY_PREFIX) :bing用到的key;

    比如_get_client可以看出来client。

    def _get_client(self):
        if redis.VERSION < (3, 2, 0):
            raise VersionMismatch(
                'Redis transport requires redis-py versions 3.2.0 or later. '
                'You have {0.__version__}'.format(redis))
        return redis.StrictRedis
    

    简化版定义如下:

    class Channel(virtual.Channel):
        """Redis Channel."""
    
        QoS = QoS
    
        _client = None
        _subclient = None
        keyprefix_queue = '{p}_kombu.binding.%s'.format(p=KEY_PREFIX)
        keyprefix_fanout = '/{db}.'
        sep = 'x06x16'
        _fanout_queues = {}
        unacked_key = '{p}unacked'.format(p=KEY_PREFIX)
        unacked_index_key = '{p}unacked_index'.format(p=KEY_PREFIX)
        unacked_mutex_key = '{p}unacked_mutex'.format(p=KEY_PREFIX)
        unacked_mutex_expire = 300  # 5 minutes
        unacked_restore_limit = None
        visibility_timeout = 3600   # 1 hour
        max_connections = 10
        queue_order_strategy = 'round_robin'
    
        _async_pool = None
        _pool = None
    
        from_transport_options = (
            virtual.Channel.from_transport_options +
            ('sep',
             'ack_emulation',
             'unacked_key',
    		 ......
             'max_connections',
             'health_check_interval',
             'retry_on_timeout',
             'priority_steps')  # <-- do not add comma here!
        )
    
        connection_class = redis.Connection if redis else None
    

    3.2.2 基类

    基类定义如下:

    class Channel(AbstractChannel, base.StdChannel):
        """Virtual channel.
    
        Arguments:
            connection (ConnectionT): The transport instance this
                channel is part of.
        """
    
        #: message class used.
        Message = Message
    
        #: QoS class used.
        QoS = QoS
    
        #: flag to restore unacked messages when channel
        #: goes out of scope.
        do_restore = True
    
        #: mapping of exchange types and corresponding classes.
        exchange_types = dict(STANDARD_EXCHANGE_TYPES)
    
        #: flag set if the channel supports fanout exchanges.
        supports_fanout = False
    
        #: Binary <-> ASCII codecs.
        codecs = {'base64': Base64()}
    
        #: Default body encoding.
        #: NOTE: ``transport_options['body_encoding']`` will override this value.
        body_encoding = 'base64'
    
        #: counter used to generate delivery tags for this channel.
        _delivery_tags = count(1)
    
        #: Optional queue where messages with no route is delivered.
        #: Set by ``transport_options['deadletter_queue']``.
        deadletter_queue = None
    
        # List of options to transfer from :attr:`transport_options`.
        from_transport_options = ('body_encoding', 'deadletter_queue')
    
        # Priority defaults
        default_priority = 0
        min_priority = 0
        max_priority = 9
    

    最终具体举例如下:

    self = {Channel} <kombu.transport.redis.Channel object at 0x7fe61aa88cc0>
     Client = {type} <class 'redis.client.Redis'>
     Message = {type} <class 'kombu.transport.virtual.base.Message'>
     QoS = {type} <class 'kombu.transport.redis.QoS'>
     active_fanout_queues = {set: 0} set()
     active_queues = {set: 0} set()
     async_pool = {ConnectionPool} ConnectionPool<Connection<host=localhost,port=6379,db=0>>
     auto_delete_queues = {set: 0} set()
     channel_id = {int} 1
     client = {Redis} Redis<ConnectionPool<Connection<host=localhost,port=6379,db=0>>>
     codecs = {dict: 1} {'base64': <kombu.transport.virtual.base.Base64 object at 0x7fe61a987668>}
     connection = {Transport} <kombu.transport.redis.Transport object at 0x7fe61aa399b0>
     connection_class = {type} <class 'redis.connection.Connection'>
     cycle = {FairCycle} <FairCycle: 0/0 []>
     deadletter_queue = {NoneType} None
     exchange_types = {dict: 3} {'direct': <kombu.transport.virtual.exchange.DirectExchange object at 0x7fe61aa53588>, 'topic': <kombu.transport.virtual.exchange.TopicExchange object at 0x7fe61aa53550>, 
     handlers = {dict: 2} {'BRPOP': <bound method Channel._brpop_read of <kombu.transport.redis.Channel object at 0x7fe61aa88cc0>>, 'LISTEN': <bound method Channel._receive of <kombu.transport.redis.Channel object at 0x7fe61aa88cc0>>}
     pool = {ConnectionPool} ConnectionPool<Connection<host=localhost,port=6379,db=0>>
     qos = {QoS} <kombu.transport.redis.QoS object at 0x7fe61aa88e48>
     queue_order_strategy = {str} 'round_robin'
     state = {BrokerState} <kombu.transport.virtual.base.BrokerState object at 0x7fe61a987748>
     subclient = {PubSub} <redis.client.PubSub object at 0x7fe61aa39cc0>
    

    3.2.3 redis消息回调函数

    关于上面成员变量,这里需要说明的是

     handlers = {dict: 2} 
      {
        'BRPOP': <bound method Channel._brpop_read of <kombu.transport.redis.Channel object at 0x7fe61aa88cc0>>, 
        'LISTEN': <bound method Channel._receive of <kombu.transport.redis.Channel object at 0x7fe61aa88cc0>>
      }
    

    这是redis有消息时的回调函数,即:

    • BPROP 有消息时候,调用 Channel._brpop_read;
    • LISTEN 有消息时候,调用 Channel._receive;

    3.2.4 Redis 直接相关的主要成员

    与Redis 直接相关的成员定义在:redis/client.py。

    与 Redis 直接相关的主要成员是如下,会利用如下变量进行具体 redis操作:

    • async_pool :redis异步连接池;
    • pool :redis连接池;
    • client :就是StrictRedis之类的driver;
    • subclient :PubSub所用的client;

    分别对应如下类型:

    channel = {Channel} <kombu.transport.redis.Channel object at 0x7fabeea23b00>
     Client = {type} <class 'redis.client.Redis'>
     async_pool = {ConnectionPool} ConnectionPool<Connection<host=localhost,port=6379,db=0>>
     client = {Redis} Redis<ConnectionPool<Connection<host=localhost,port=6379,db=0>>>
     connection = {Transport} <kombu.transport.redis.Transport object at 0x7fabeea23940>
     connection_class = {type} <class 'redis.connection.Connection'>
     connection_class_ssl = {type} <class 'redis.connection.SSLConnection'>
     pool = {ConnectionPool} ConnectionPool<Connection<host=localhost,port=6379,db=0>>
     subclient = {PubSub} <redis.client.PubSub object at 0x7fabeea97198>
    

    具体代码如下:

    def _create_client(self, asynchronous=False):
        if asynchronous:
            return self.Client(connection_pool=self.async_pool)
        return self.Client(connection_pool=self.pool)
    
    def _get_pool(self, asynchronous=False):
        params = self._connparams(asynchronous=asynchronous)
        self.keyprefix_fanout = self.keyprefix_fanout.format(db=params['db'])
        return redis.ConnectionPool(**params)
    
    def _get_client(self):
        if redis.VERSION < (3, 2, 0):
            raise VersionMismatch(
                'Redis transport requires redis-py versions 3.2.0 or later. '
                'You have {0.__version__}'.format(redis))
        return redis.StrictRedis
    
    @property
    def pool(self):
        if self._pool is None:
            self._pool = self._get_pool()
        return self._pool
    
    @property
    def async_pool(self):
        if self._async_pool is None:
            self._async_pool = self._get_pool(asynchronous=True)
        return self._async_pool
    
    @cached_property
    def client(self):
        """Client used to publish messages, BRPOP etc."""
        return self._create_client(asynchronous=True)
    
    @cached_property
    def subclient(self):
        """Pub/Sub connection used to consume fanout queues."""
        client = self._create_client(asynchronous=True)
        return client.pubsub()
    

    因为添加了Channel,所以此时如下:

    +-----------------+
    | Channel         |
    |                 |      +-----------------------------------------------------------+
    |    client  +---------> | Redis<ConnectionPool<Connection<host=localhost,port=6379> |
    |                 |      +-----------------------------------------------------------+
    |                 |
    |                 |      +---------------------------------------------------+-+
    |    pool  +---------->  |ConnectionPool<Connection<host=localhost,port=6379 > |
    |                 |      +---------------------------------------------------+-+
    |                 |
    |                 |
    |                 |
    |    connection   |
    |                 |
    +-----------------+
    
    +-------------------+       +---------------------+       +--------------------+
    | Connection        |       | redis.Transport     |       | MultiChannelPoller |
    |                   |       |                     |       |                    |
    |                   |       |                     |       |     _channels      |
    |                   |       |        cycle +------------> |     _fd_to_chan    |
    |     transport +---------> |                     |       |     _chan_to_sock  |
    |                   |       |                     |       |     poller         |
    +-------------------+       +---------------------+       |     after_read     |
                                                              |                    |
    +------------------+                                      +--------------------+
    | Hub              |
    |                  |
    |                  |            +-------------+
    |      poller +---------------> | _poll       |
    |                  |            |             |         +-------+
    |                  |            |    _poller+---------> |  poll |
    +------------------+            |             |         +-------+
                                    +-------------+
    +----------------+         +-------------------+
    | Exchange       |         | Queue             |
    |                |         |                   |
    |                |         |                   |
    |     channel    | <------------+ exchange     |
    |                |         |                   |
    |                |         |                   |
    +----------------+         +-------------------+
    
    

    3.3 channel 与 Connection 联系

    讲到这里,基本道理大家都懂,但是具体两者之间如何联系,我们需要再剖析下。

    3.3.1 从Connection得到channel

    在Connection定义中有如下,原来 Connection 是通过 transport 来得到 channel:

    def channel(self):
        """Create and return a new channel."""
        self._debug('create channel')
        chan = self.transport.create_channel(self.connection)
        return chan
    

    3.3.2 Transport具体创建

    在Transport之中有:

    def create_channel(self, connection):
        try:
            return self._avail_channels.pop()
        except IndexError:
            channel = self.Channel(connection)
            self.channels.append(channel)
            return channel
    

    原来在 Transport 有两个channels 列表:

    self._avail_channels
    self.channels
    

    如果_avail_channels 有内容则直接获取,否则生成一个新的Channel。

    在真正连接时候,会调用 establish_connection 放入self._avail_channels。

    def establish_connection(self):
        # creates channel to verify connection.
        # this channel is then used as the next requested channel.
        # (returned by ``create_channel``).
        self._avail_channels.append(self.create_channel(self))
        return self     # for drain events
    

    其堆栈如下:

    __init__, redis.py:557
    create_channel, base.py:921
    establish_connection, base.py:939
    _establish_connection, connection.py:801
    _connection_factory, connection.py:866
    retry_over_time, functional.py:313
    _ensure_connection, connection.py:439
    connection, connection.py:859
    channel, connection.py:283
    <module>, node.py:11
    

    3.3.3 建立联系

    在init中有:

    def __init__(self, *args, **kwargs):
        super().__init__(*args, **kwargs)
    
        if not self.ack_emulation:  # disable visibility timeout
            self.QoS = virtual.QoS
    
        self._queue_cycle = cycle_by_name(self.queue_order_strategy)()
        self.Client = self._get_client()
        self.ResponseError = self._get_response_error()
        self.active_fanout_queues = set()
        self.auto_delete_queues = set()
        self._fanout_to_queue = {}
        self.handlers = {'BRPOP': self._brpop_read, 'LISTEN': self._receive}
     
        ......
    
        self.connection.cycle.add(self)  # add to channel poller.
    
        if register_after_fork is not None:
            register_after_fork(self, _after_fork_cleanup_channel)
    

    重点是:

    self.connection.cycle.add(self)  # add to channel poller.
    

    这就是把 Channel与Transport 中的 poller 联系起来,这样Transport可以利用Channel去与真实的redis进行交互

    堆栈如下:

    add, redis.py:277
    __init__, redis.py:531
    create_channel, base.py:920
    establish_connection, base.py:938
    _establish_connection, connection.py:801
    _connection_factory, connection.py:866
    retry_over_time, functional.py:325
    _ensure_connection, connection.py:439
    connection, connection.py:859
    register_with_event_loop, connection.py:266
    main, testUb.py:41
    

    因为已经联系起来,所以此时如下:

    +-----------------+
    | Channel         |
    |                 |      +-----------------------------------------------------------+
    |    client  +---------> | Redis<ConnectionPool<Connection<host=localhost,port=6379> |
    |                 |      +-----------------------------------------------------------+
    |                 |
    |                 |      +---------------------------------------------------+-+
    |    pool  +---------->  |ConnectionPool<Connection<host=localhost,port=6379 > |
    |                 |      +---------------------------------------------------+-+
    |                 |
    |                 |   <------------------------------------------------------------+
    |                 |                                                                |
    |    connection +---------------+                                                  |
    |                 |             |                                                  |
    +-----------------+             |                                                  |
                                    v                                                  |
    +-------------------+       +---+-----------------+       +--------------------+   |
    | Connection        |       | redis.Transport     |       | MultiChannelPoller |   |
    |                   |       |                     |       |                    |   |
    |                   |       |                     |       |     _channels +--------+
    |                   |       |        cycle +------------> |     _fd_to_chan    |
    |     transport +---------> |                     |       |     _chan_to_sock  |
    |                   |       |                     |       |     poller         |
    +-------------------+       +---------------------+       |     after_read     |
                                                              |                    |
    +------------------+                                      +--------------------+
    | Hub              |
    |                  |
    |                  |            +-------------+
    |      poller +---------------> | _poll       |
    |                  |            |             |         +-------+
    |                  |            |    _poller+---------> |  poll |
    +------------------+            |             |         +-------+
                                    +-------------+
    +----------------+         +-------------------+
    | Exchange       |         | Queue             |
    |                |         |                   |
    |                |         |                   |
    |     channel    | <------------+ exchange     |
    |                |         |                   |
    |                |         |                   |
    +----------------+         +-------------------+
    
    

    3.3 Transport 与 Hub 联系

    on_poll_init 这里就是把 kombu.transport.redis.Transport 与 Hub 联系起来。

    self.poller = poller把Transport与Hub的poll联系起来。这样 Transport 就可以利用 poll。

    def on_poll_init(self, poller):
        self.poller = poller
        for channel in self._channels:
            return channel.qos.restore_visible(
                num=channel.unacked_restore_limit,
            )
    

    此时变量如下:

    poller = {_poll} <kombu.utils.eventio._poll object at 0x7fb9bcd87240>
    self = {MultiChannelPoller} <kombu.transport.redis.MultiChannelPoller object at 0x7fb9bcdd6a90>
     after_read = {set: 0} set()
     eventflags = {int} 25
     fds = {dict: 0} {}
     poller = {_poll} <kombu.utils.eventio._poll object at 0x7fb9bcd87240>
    

    因此,我们最终如下:

    +-----------------+
    | Channel         |
    |                 |      +-----------------------------------------------------------+
    |    client  +---------> | Redis<ConnectionPool<Connection<host=localhost,port=6379> |
    |                 |      +-----------------------------------------------------------+
    |                 |
    |                 |      +---------------------------------------------------+-+
    |    pool  +---------->  |ConnectionPool<Connection<host=localhost,port=6379 > |
    |                 |      +---------------------------------------------------+-+
    |                 |
    |                 |   <------------------------------------------------------------+
    |                 |                                                                |
    |    connection +---------------+                                                  |
    |                 |             |                                                  |
    +-----------------+             |                                                  |
                                    v                                                  |
    +-------------------+       +---+-----------------+       +--------------------+   |
    | Connection        |       | redis.Transport     |       | MultiChannelPoller |   |
    |                   |       |                     |       |                    |   |
    |                   |       |                     |       |     _channels +--------+
    |                   |       |        cycle +------------> |     _fd_to_chan    |
    |     transport +---------> |                     |       |     _chan_to_sock  |
    |                   |       |                     |    +<----+  poller         |
    +-------------------+       +---------------------+    |  |     after_read     |
                                                           |  |                    |
    +------------------+                    +--------------+  +--------------------+
    | Hub              |                    |
    |                  |                    v
    |                  |            +-------+-----+
    |      poller +---------------> | _poll       |
    |                  |            |             |         +-------+
    |                  |            |    _poller+---------> |  poll |
    +------------------+            |             |         +-------+
                                    +-------------+
    +----------------+         +-------------------+
    | Exchange       |         | Queue             |
    |                |         |                   |
    |                |         |                   |
    |     channel    | <------------+ exchange     |
    |                |         |                   |
    |                |         |                   |
    +----------------+         +-------------------+
    
    

    0x04 总结

    具体如图,可以看出来,上面三个基本模块已经联系到了一起。

    可以看到,

    • 目前是以Transport为中心,把 Channel代表的真实 redis 与 Hub其中的poll联系起来,但是具体如何使用则尚未得知。
    • 用户是通过Connection来作为API入口,connection可以得到Transport。

    既然基本架构已经搭好,所以从下文开始,我们看看 Consumer 是如何运作的。

    0xFF 参考

    celery 7 优秀开源项目kombu源码分析之registry和entrypoint

    (二)放弃pika,选择kombu

    kombu消息框架<二>

    AMQP中的概念

    AMQP的基本概念

    深入理解AMQP协议

    kombu和消息队列总结

    关于epoll版服务器的理解(Python实现)

    celery源码解读

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  • 原文地址:https://www.cnblogs.com/rossiXYZ/p/14454934.html
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