kafak-python使用补充
- kafka-python的心跳报文使用的是一个独立的线程,以固定的时间(heartbeat_interval_ms,默认是3000ms)间隔发生心跳信息
- member_id唯一标识一个客户端的consumer
- 使用group模式下,在一个consumer连接的过程中,如果遇到有其他consumer加入或者退出同一个group,会触发group的rebalance操作,但是之前已经连接的consumer的member_id仍然保持不变,这样就保证了之前已经连接的consumer的稳定性
- consumer断开后重连会获取新的member_id
- rebalance期间,服务不可用
- 心跳的作用:一个是保活,保持当前会话持续可用;二个作用是当服务端有group rebalance信息的时候,可以及时获取这些信息
- 可以把django的所有日志都输出,这样就可以看到kafka-python和kafka服务器的交互过程的debug信息,进一步了解交互过程
遗留:
现象:机器A启动两个线程,两个consumer,消费kafka 服务器上的topic=test的2个partition,此时机器B启动一个线程,触发rebalance,会抢到一个partition
原因:据说优先按照机器分配,机器A已经有一个了,就优先把剩下的分配给机器B吧
举个例子:
kafka的topic=test group=xx有两个partition分区,如果只有一个consumer A,那么这个consumer A必须同时消费这两个分区;如果此时加入另一个consumer B,就可以分担一个分区的信息;如果后加入的consumer B退出这个group xx,剩余的consumer A又要消费这两个partition;同样如果consumer A停止消费,那么consumer B一样需要消费两个分区。而且一个分区只能被一个consumer消费一次。
配置信息:
"""Consume records from a Kafka cluster. The consumer will transparently handle the failure of servers in the Kafka cluster, and adapt as topic-partitions are created or migrate between brokers. It also interacts with the assigned kafka Group Coordinator node to allow multiple consumers to load balance consumption of topics (requires kafka >= 0.9.0.0). The consumer is not thread safe and should not be shared across threads. 不是线程安全的 Arguments: *topics (str): optional list of topics to subscribe to. If not set, call :meth:`~kafka.KafkaConsumer.subscribe` or :meth:`~kafka.KafkaConsumer.assign` before consuming records. Keyword Arguments: bootstrap_servers: 'host[:port]' string (or list of 'host[:port]' strings) that the consumer should contact to bootstrap initial cluster metadata. This does not have to be the full node list. It just needs to have at least one broker that will respond to a Metadata API Request. Default port is 9092. If no servers are specified, will default to localhost:9092. client_id (str): A name for this client. This string is passed in each request to servers and can be used to identify specific server-side log entries that correspond to this client. Also submitted to GroupCoordinator for logging with respect to consumer group administration. Default: 'kafka-python-{version}' group_id (str or None): The name of the consumer group to join for dynamic partition assignment (if enabled), and to use for fetching and committing offsets. If None, auto-partition assignment (via group coordinator) and offset commits are disabled. Default: None 使用subscribe必须使用这个参数 key_deserializer (callable): Any callable that takes a raw message key and returns a deserialized key. value_deserializer (callable): Any callable that takes a raw message value and returns a deserialized value. fetch_min_bytes (int): Minimum amount of data the server should return for a fetch request, otherwise wait up to fetch_max_wait_ms for more data to accumulate. Default: 1. fetch_max_wait_ms (int): The maximum amount of time in milliseconds the server will block before answering the fetch request if there isn't sufficient data to immediately satisfy the requirement given by fetch_min_bytes. Default: 500. 即使fetch_min_bytes未满足,但是fetch_max_wait_ms时间到了,也会立即返回 fetch_max_bytes (int): The maximum amount of data the server should return for a fetch request. This is not an absolute maximum, if the first message in the first non-empty partition of the fetch is larger than this value, the message will still be returned to ensure that the consumer can make progress. NOTE: consumer performs fetches to multiple brokers in parallel so memory usage will depend on the number of brokers containing partitions for the topic. Supported Kafka version >= 0.10.1.0. Default: 52428800 (50 MB). max_partition_fetch_bytes (int): The maximum amount of data per-partition the server will return. The maximum total memory used for a request = #partitions * max_partition_fetch_bytes. This size must be at least as large as the maximum message size the server allows or else it is possible for the producer to send messages larger than the consumer can fetch. If that happens, the consumer can get stuck trying to fetch a large message on a certain partition. Default: 1048576. request_timeout_ms (int): Client request timeout in milliseconds. Default: 305000. retry_backoff_ms (int): Milliseconds to backoff when retrying on errors. Default: 100. reconnect_backoff_ms (int): The amount of time in milliseconds to wait before attempting to reconnect to a given host. Default: 50. 举例:backoff可能是这样一种机制:第一次连接失败,就等一段时间,如果失败,就延长等待时间再尝试,如果再失败,再延长等待时间 reconnect_backoff_max_ms (int): The maximum amount of time in milliseconds to wait when reconnecting to a broker that has repeatedly failed to connect. If provided, the backoff per host will increase exponentially for each consecutive connection failure, up to this maximum. To avoid connection storms, a randomization factor of 0.2 will be applied to the backoff resulting in a random range between 20% below and 20% above the computed value. Default: 1000. max_in_flight_requests_per_connection (int): Requests are pipelined to kafka brokers up to this number of maximum requests per broker connection. Default: 5. auto_offset_reset (str): A policy for resetting offsets on OffsetOutOfRange errors: 'earliest' will move to the oldest available message, 'latest' will move to the most recent. Any other value will raise the exception. Default: 'latest'. enable_auto_commit (bool): If True , the consumer's offset will be periodically committed in the background. Default: True. auto_commit_interval_ms (int): Number of milliseconds between automatic offset commits, if enable_auto_commit is True. Default: 5000. default_offset_commit_callback (callable): Called as callback(offsets, response) response will be either an Exception or an OffsetCommitResponse struct. This callback can be used to trigger custom actions when a commit request completes. check_crcs (bool): Automatically check the CRC32 of the records consumed. This ensures no on-the-wire or on-disk corruption to the messages occurred. This check adds some overhead, so it may be disabled in cases seeking extreme performance. Default: True metadata_max_age_ms (int): The period of time in milliseconds after which we force a refresh of metadata, even if we haven't seen any partition leadership changes to proactively discover any new brokers or partitions. Default: 300000 partition_assignment_strategy (list): List of objects to use to distribute partition ownership amongst consumer instances when group management is used. Default: [RangePartitionAssignor, RoundRobinPartitionAssignor] max_poll_records (int): The maximum number of records returned in a single call to :meth:`~kafka.KafkaConsumer.poll`. Default: 500 max_poll_interval_ms (int): The maximum delay between invocations of :meth:`~kafka.KafkaConsumer.poll` when using consumer group management. This places an upper bound on the amount of time that the consumer can be idle before fetching more records. If :meth:`~kafka.KafkaConsumer.poll` is not called before expiration of this timeout, then the consumer is considered failed and the group will rebalance in order to reassign the partitions to another member. Default 300000 两次poll执行的时间间隔,如果达到这个间隔,就会引起这个consumer failed和group rebalance,group会把这个consumer连接的分区分配给其他consumer。 session_timeout_ms (int): The timeout used to detect failures when using Kafka's group management facilities. The consumer sends periodic heartbeats to indicate its liveness to the broker. If no heartbeats are received by the broker before the expiration of this session timeout, then the broker will remove this consumer from the group and initiate a rebalance. Note that the value must be in the allowable range as configured in the broker configuration by group.min.session.timeout.ms and group.max.session.timeout.ms. Default: 10000 kafka服务器如果在超过会话时间后,还没有收到客户端发送的心跳报文,就会移除这个consumer,进行rebalance,把分区分配给其他消费者。 heartbeat_interval_ms (int): The expected time in milliseconds between heartbeats to the consumer coordinator when using Kafka's group management facilities. Heartbeats are used to ensure that the consumer's session stays active and to facilitate rebalancing when new consumers join or leave the group. The value must be set lower than session_timeout_ms, but typically should be set no higher than 1/3 of that value. It can be adjusted even lower to control the expected time for normal rebalances. Default: 3000 心跳报文时间间隔 receive_buffer_bytes (int): The size of the TCP receive buffer (SO_RCVBUF) to use when reading data. Default: None (relies on system defaults). The java client defaults to 32768. send_buffer_bytes (int): The size of the TCP send buffer (SO_SNDBUF) to use when sending data. Default: None (relies on system defaults). The java client defaults to 131072. socket_options (list): List of tuple-arguments to socket.setsockopt to apply to broker connection sockets. Default: [(socket.IPPROTO_TCP, socket.TCP_NODELAY, 1)] consumer_timeout_ms (int): number of milliseconds to block during message iteration before raising StopIteration (i.e., ending the iterator). Default block forever [float('inf')]. skip_double_compressed_messages (bool): A bug in KafkaProducer <= 1.2.4 caused some messages to be corrupted via double-compression. By default, the fetcher will return these messages as a compressed blob of bytes with a single offset, i.e. how the message was actually published to the cluster. If you prefer to have the fetcher automatically detect corrupt messages and skip them, set this option to True. Default: False. security_protocol (str): Protocol used to communicate with brokers. Valid values are: PLAINTEXT, SSL. Default: PLAINTEXT. ssl_context (ssl.SSLContext): Pre-configured SSLContext for wrapping socket connections. If provided, all other ssl_* configurations will be ignored. Default: None. ssl_check_hostname (bool): Flag to configure whether ssl handshake should verify that the certificate matches the brokers hostname. Default: True. ssl_cafile (str): Optional filename of ca file to use in certificate verification. Default: None. ssl_certfile (str): Optional filename of file in pem format containing the client certificate, as well as any ca certificates needed to establish the certificate's authenticity. Default: None. ssl_keyfile (str): Optional filename containing the client private key. Default: None. ssl_password (str): Optional password to be used when loading the certificate chain. Default: None. ssl_crlfile (str): Optional filename containing the CRL to check for certificate expiration. By default, no CRL check is done. When providing a file, only the leaf certificate will be checked against this CRL. The CRL can only be checked with Python 3.4+ or 2.7.9+. Default: None. api_version (tuple): Specify which Kafka API version to use. If set to None, the client will attempt to infer the broker version by probing various APIs. Different versions enable different functionality. Examples: (0, 9) enables full group coordination features with automatic partition assignment and rebalancing, (0, 8, 2) enables kafka-storage offset commits with manual partition assignment only, (0, 8, 1) enables zookeeper-storage offset commits with manual partition assignment only, (0, 8, 0) enables basic functionality but requires manual partition assignment and offset management. Default: None api_version_auto_timeout_ms (int): number of milliseconds to throw a timeout exception from the constructor when checking the broker api version. Only applies if api_version set to 'auto' connections_max_idle_ms: Close idle connections after the number of milliseconds specified by this config. The broker closes idle connections after connections.max.idle.ms, so this avoids hitting unexpected socket disconnected errors on the client. Default: 540000 服务端可以接受的客户端的闲置时间。猜测如果客户端不向服务器发送任何信息(心跳等)超过这个时间后,就会被彻底断开 metric_reporters (list): A list of classes to use as metrics reporters. Implementing the AbstractMetricsReporter interface allows plugging in classes that will be notified of new metric creation. Default: [] metrics_num_samples (int): The number of samples maintained to compute metrics. Default: 2 metrics_sample_window_ms (int): The maximum age in milliseconds of samples used to compute metrics. Default: 30000 selector (selectors.BaseSelector): Provide a specific selector implementation to use for I/O multiplexing. Default: selectors.DefaultSelector exclude_internal_topics (bool): Whether records from internal topics (such as offsets) should be exposed to the consumer. If set to True the only way to receive records from an internal topic is subscribing to it. Requires 0.10+ Default: True sasl_mechanism (str): String picking sasl mechanism when security_protocol is SASL_PLAINTEXT or SASL_SSL. Currently only PLAIN is supported. Default: None sasl_plain_username (str): Username for sasl PLAIN authentication. Default: None sasl_plain_password (str): Password for sasl PLAIN authentication. Default: None sasl_kerberos_service_name (str): Service name to include in GSSAPI sasl mechanism handshake. Default: 'kafka' sasl_kerberos_domain_name (str): kerberos domain name to use in GSSAPI sasl mechanism handshake. Default: one of bootstrap servers Note: Configuration parameters are described in more detail at https://kafka.apache.org/documentation/#newconsumerconfigs """