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|
from __future__ import absolute_import
import copy
import functools
import heapq
import itertools
import logging
import random
# selectors in stdlib as of py3.4
try:
import selectors # pylint: disable=import-error
except ImportError:
# vendored backport module
from . import selectors34 as selectors
import socket
import time
import six
from .cluster import ClusterMetadata
from .conn import BrokerConnection, ConnectionStates, collect_hosts, get_ip_port_afi
from . import errors as Errors
from .future import Future
from .protocol.metadata import MetadataRequest
from .protocol.produce import ProduceRequest
from . import socketpair
from .version import __version__
if six.PY2:
ConnectionError = None
log = logging.getLogger('kafka.client')
class KafkaClient(object):
"""
A network client for asynchronous request/response network i/o.
This is an internal class used to implement the
user-facing producer and consumer clients.
This class is not thread-safe!
"""
DEFAULT_CONFIG = {
'bootstrap_servers': 'localhost',
'client_id': 'kafka-python-' + __version__,
'request_timeout_ms': 40000,
'reconnect_backoff_ms': 50,
'max_in_flight_requests_per_connection': 5,
'receive_buffer_bytes': None,
'send_buffer_bytes': None,
'retry_backoff_ms': 100,
'metadata_max_age_ms': 300000,
'security_protocol': 'PLAINTEXT',
'ssl_context': None,
'ssl_check_hostname': True,
'ssl_cafile': None,
'ssl_certfile': None,
'ssl_keyfile': None,
'ssl_crlfile': None,
}
def __init__(self, **configs):
"""Initialize an asynchronous kafka client
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}'
request_timeout_ms (int): Client request timeout in milliseconds.
Default: 40000.
reconnect_backoff_ms (int): The amount of time in milliseconds to
wait before attempting to reconnect to a given host.
Default: 50.
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.
send_buffer_bytes (int): The size of the TCP send buffer
(SO_SNDBUF) to use when sending data. Default: None (relies on
system defaults). Java client defaults to 131072.
receive_buffer_bytes (int): The size of the TCP receive buffer
(SO_RCVBUF) to use when reading data. Default: None (relies on
system defaults). Java client defaults to 32768.
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
retry_backoff_ms (int): Milliseconds to backoff when retrying on
errors. Default: 100.
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
veriication. 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_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.
"""
self.config = copy.copy(self.DEFAULT_CONFIG)
for key in self.config:
if key in configs:
self.config[key] = configs[key]
self.cluster = ClusterMetadata(**self.config)
self._topics = set() # empty set will fetch all topic metadata
self._metadata_refresh_in_progress = False
self._selector = selectors.DefaultSelector()
self._conns = {}
self._connecting = set()
self._refresh_on_disconnects = True
self._delayed_tasks = DelayedTaskQueue()
self._last_bootstrap = 0
self._bootstrap_fails = 0
self._wake_r, self._wake_w = socket.socketpair()
self._wake_r.setblocking(False)
self._selector.register(self._wake_r, selectors.EVENT_READ)
self._closed = False
self._bootstrap(collect_hosts(self.config['bootstrap_servers']))
def _bootstrap(self, hosts):
# Exponential backoff if bootstrap fails
backoff_ms = self.config['reconnect_backoff_ms'] * 2 ** self._bootstrap_fails
next_at = self._last_bootstrap + backoff_ms / 1000.0
self._refresh_on_disconnects = False
now = time.time()
if next_at > now:
log.debug("Sleeping %0.4f before bootstrapping again", next_at - now)
time.sleep(next_at - now)
self._last_bootstrap = time.time()
metadata_request = MetadataRequest[0]([])
for host, port, afi in hosts:
log.debug("Attempting to bootstrap via node at %s:%s", host, port)
cb = functools.partial(self._conn_state_change, 'bootstrap')
bootstrap = BrokerConnection(host, port, afi,
state_change_callback=cb,
**self.config)
bootstrap.connect()
while bootstrap.connecting():
bootstrap.connect()
if bootstrap.state is not ConnectionStates.CONNECTED:
bootstrap.close()
continue
future = bootstrap.send(metadata_request)
while not future.is_done:
bootstrap.recv()
if future.failed():
bootstrap.close()
continue
self.cluster.update_metadata(future.value)
# A cluster with no topics can return no broker metadata
# in that case, we should keep the bootstrap connection
if not len(self.cluster.brokers()):
self._conns['bootstrap'] = bootstrap
else:
bootstrap.close()
self._bootstrap_fails = 0
break
# No bootstrap found...
else:
log.error('Unable to bootstrap from %s', hosts)
# Max exponential backoff is 2^12, x4000 (50ms -> 200s)
self._bootstrap_fails = min(self._bootstrap_fails + 1, 12)
self._refresh_on_disconnects = True
def _can_connect(self, node_id):
if node_id not in self._conns:
if self.cluster.broker_metadata(node_id):
return True
return False
conn = self._conns[node_id]
return conn.state is ConnectionStates.DISCONNECTED and not conn.blacked_out()
def _conn_state_change(self, node_id, conn):
if conn.connecting():
# SSL connections can enter this state 2x (second during Handshake)
if node_id not in self._connecting:
self._connecting.add(node_id)
self._selector.register(conn._sock, selectors.EVENT_WRITE)
elif conn.connected():
log.debug("Node %s connected", node_id)
if node_id in self._connecting:
self._connecting.remove(node_id)
try:
self._selector.unregister(conn._sock)
except KeyError:
pass
self._selector.register(conn._sock, selectors.EVENT_READ, conn)
if 'bootstrap' in self._conns and node_id != 'bootstrap':
bootstrap = self._conns.pop('bootstrap')
# XXX: make conn.close() require error to cause refresh
self._refresh_on_disconnects = False
bootstrap.close()
self._refresh_on_disconnects = True
# Connection failures imply that our metadata is stale, so let's refresh
elif conn.state is ConnectionStates.DISCONNECTING:
if node_id in self._connecting:
self._connecting.remove(node_id)
try:
self._selector.unregister(conn._sock)
except KeyError:
pass
if self._refresh_on_disconnects and not self._closed:
log.warning("Node %s connection failed -- refreshing metadata", node_id)
self.cluster.request_update()
def _maybe_connect(self, node_id):
"""Idempotent non-blocking connection attempt to the given node id."""
if node_id not in self._conns:
broker = self.cluster.broker_metadata(node_id)
assert broker, 'Broker id %s not in current metadata' % node_id
log.debug("Initiating connection to node %s at %s:%s",
node_id, broker.host, broker.port)
host, port, afi = get_ip_port_afi(broker.host)
cb = functools.partial(self._conn_state_change, node_id)
self._conns[node_id] = BrokerConnection(host, broker.port, afi,
state_change_callback=cb,
**self.config)
conn = self._conns[node_id]
if conn.connected():
return True
conn.connect()
return conn.connected()
def ready(self, node_id):
"""Check whether a node is connected and ok to send more requests.
Arguments:
node_id (int): the id of the node to check
Returns:
bool: True if we are ready to send to the given node
"""
self._maybe_connect(node_id)
return self.is_ready(node_id)
def connected(self, node_id):
"""Return True iff the node_id is connected."""
if node_id not in self._conns:
return False
return self._conns[node_id].connected()
def close(self, node_id=None):
"""Closes one or all broker connections.
Arguments:
node_id (int, optional): the id of the node to close
"""
if node_id is None:
self._closed = True
for conn in self._conns.values():
conn.close()
self._wake_r.close()
self._wake_w.close()
elif node_id in self._conns:
self._conns[node_id].close()
else:
log.warning("Node %s not found in current connection list; skipping", node_id)
return
def is_disconnected(self, node_id):
"""Check whether the node connection has been disconnected failed.
A disconnected node has either been closed or has failed. Connection
failures are usually transient and can be resumed in the next ready()
call, but there are cases where transient failures need to be caught
and re-acted upon.
Arguments:
node_id (int): the id of the node to check
Returns:
bool: True iff the node exists and is disconnected
"""
if node_id not in self._conns:
return False
return self._conns[node_id].disconnected()
def connection_delay(self, node_id):
"""
Returns the number of milliseconds to wait, based on the connection
state, before attempting to send data. When disconnected, this respects
the reconnect backoff time. When connecting, returns 0 to allow
non-blocking connect to finish. When connected, returns a very large
number to handle slow/stalled connections.
Arguments:
node_id (int): The id of the node to check
Returns:
int: The number of milliseconds to wait.
"""
if node_id not in self._conns:
return 0
conn = self._conns[node_id]
time_waited_ms = time.time() - (conn.last_attempt or 0)
if conn.state is ConnectionStates.DISCONNECTED:
return max(self.config['reconnect_backoff_ms'] - time_waited_ms, 0)
elif conn.connecting():
return 0
else:
return 999999999
def is_ready(self, node_id):
"""Check whether a node is ready to send more requests.
In addition to connection-level checks, this method also is used to
block additional requests from being sent during a metadata refresh.
Arguments:
node_id (int): id of the node to check
Returns:
bool: True if the node is ready and metadata is not refreshing
"""
# if we need to update our metadata now declare all requests unready to
# make metadata requests first priority
if not self._metadata_refresh_in_progress and not self.cluster.ttl() == 0:
if self._can_send_request(node_id):
return True
return False
def _can_send_request(self, node_id):
if node_id not in self._conns:
return False
conn = self._conns[node_id]
return conn.connected() and conn.can_send_more()
def send(self, node_id, request):
"""Send a request to a specific node.
Arguments:
node_id (int): destination node
request (Struct): request object (not-encoded)
Raises:
AssertionError: if node_id is not in current cluster metadata
Returns:
Future: resolves to Response struct or Error
"""
if not self._maybe_connect(node_id):
return Future().failure(Errors.NodeNotReadyError(node_id))
# Every request gets a response, except one special case:
expect_response = True
if isinstance(request, tuple(ProduceRequest)) and request.required_acks == 0:
expect_response = False
return self._conns[node_id].send(request, expect_response=expect_response)
def poll(self, timeout_ms=None, future=None, sleep=True):
"""Try to read and write to sockets.
This method will also attempt to complete node connections, refresh
stale metadata, and run previously-scheduled tasks.
Arguments:
timeout_ms (int, optional): maximum amount of time to wait (in ms)
for at least one response. Must be non-negative. The actual
timeout will be the minimum of timeout, request timeout and
metadata timeout. Default: request_timeout_ms
future (Future, optional): if provided, blocks until future.is_done
sleep (bool): if True and there is nothing to do (no connections
or requests in flight), will sleep for duration timeout before
returning empty results. Default: False.
Returns:
list: responses received (can be empty)
"""
if timeout_ms is None:
timeout_ms = self.config['request_timeout_ms']
responses = []
# Loop for futures, break after first loop if None
while True:
# Attempt to complete pending connections
for node_id in list(self._connecting):
self._maybe_connect(node_id)
# Send a metadata request if needed
metadata_timeout_ms = self._maybe_refresh_metadata()
# Send scheduled tasks
for task, task_future in self._delayed_tasks.pop_ready():
try:
result = task()
except Exception as e:
log.error("Task %s failed: %s", task, e)
task_future.failure(e)
else:
task_future.success(result)
# If we got a future that is already done, dont block in _poll
if future and future.is_done:
timeout = 0
else:
timeout = min(
timeout_ms,
metadata_timeout_ms,
self._delayed_tasks.next_at() * 1000,
self.config['request_timeout_ms'])
timeout = max(0, timeout / 1000.0) # avoid negative timeouts
responses.extend(self._poll(timeout, sleep=sleep))
# If all we had was a timeout (future is None) - only do one poll
# If we do have a future, we keep looping until it is done
if not future or future.is_done:
break
return responses
def _poll(self, timeout, sleep=True):
# select on reads across all connected sockets, blocking up to timeout
assert self.in_flight_request_count() > 0 or self._connecting or sleep
responses = []
processed = set()
for key, events in self._selector.select(timeout):
if key.fileobj is self._wake_r:
self._clear_wake_fd()
continue
elif not (events & selectors.EVENT_READ):
continue
conn = key.data
processed.add(conn)
if not conn.in_flight_requests:
# if we got an EVENT_READ but there were no in-flight requests, one of
# two things has happened:
#
# 1. The remote end closed the connection (because it died, or because
# a firewall timed out, or whatever)
# 2. The protocol is out of sync.
#
# either way, we can no longer safely use this connection
#
# Do a 1-byte read to clear the READ flag, and then close the conn
unexpected_data = key.fileobj.recv(1)
if unexpected_data: # anything other than a 0-byte read means protocol issues
log.warning('Protocol out of sync on %r, closing', conn)
conn.close()
continue
# Accumulate as many responses as the connection has pending
while conn.in_flight_requests:
response = conn.recv() # Note: conn.recv runs callbacks / errbacks
# Incomplete responses are buffered internally
# while conn.in_flight_requests retains the request
if not response:
break
responses.append(response)
# Check for additional pending SSL bytes
if self.config['security_protocol'] in ('SSL', 'SASL_SSL'):
# TODO: optimize
for conn in self._conns.values():
if conn not in processed and conn.connected() and conn._sock.pending():
response = conn.recv()
if response:
responses.append(response)
return responses
def in_flight_request_count(self, node_id=None):
"""Get the number of in-flight requests for a node or all nodes.
Arguments:
node_id (int, optional): a specific node to check. If unspecified,
return the total for all nodes
Returns:
int: pending in-flight requests for the node, or all nodes if None
"""
if node_id is not None:
if node_id not in self._conns:
return 0
return len(self._conns[node_id].in_flight_requests)
else:
return sum([len(conn.in_flight_requests) for conn in self._conns.values()])
def least_loaded_node(self):
"""Choose the node with fewest outstanding requests, with fallbacks.
This method will prefer a node with an existing connection, but will
potentially choose a node for which we don't yet have a connection if
all existing connections are in use. This method will never choose a
node that was disconnected within the reconnect backoff period.
If all else fails, the method will attempt to bootstrap again using the
bootstrap_servers list.
Returns:
node_id or None if no suitable node was found
"""
nodes = list(self._conns.keys())
random.shuffle(nodes)
# If there's a lingering bootstrap node, always try it last
# really we should just kill this connection
if 'bootstrap' in nodes:
nodes.remove('bootstrap')
nodes.append('bootstrap')
inflight = float('inf')
found = None
for node_id in nodes:
conn = self._conns[node_id]
curr_inflight = len(conn.in_flight_requests)
if curr_inflight == 0 and conn.connected():
# if we find an established connection with no in-flight requests we can stop right away
return node_id
elif not conn.blacked_out() and curr_inflight < inflight:
# otherwise if this is the best we have found so far, record that
inflight = curr_inflight
found = node_id
if found is not None:
return found
# if we found no connected node, return a disconnected one
log.debug("No connected nodes found. Trying disconnected nodes.")
for node_id in nodes:
if not self._conns[node_id].blacked_out():
return node_id
# if still no luck, look for a node not in self._conns yet
log.debug("No luck. Trying all broker metadata")
for broker in self.cluster.brokers():
if broker.nodeId not in self._conns:
return broker.nodeId
# Last option: try to bootstrap again
log.error('No nodes found in metadata -- retrying bootstrap')
self._bootstrap(collect_hosts(self.config['bootstrap_servers']))
return None
def set_topics(self, topics):
"""Set specific topics to track for metadata.
Arguments:
topics (list of str): topics to check for metadata
Returns:
Future: resolves after metadata request/response
"""
if set(topics).difference(self._topics):
future = self.cluster.request_update()
else:
future = Future().success(set(topics))
self._topics = set(topics)
return future
def add_topic(self, topic):
"""Add a topic to the list of topics tracked via metadata.
Arguments:
topic (str): topic to track
Returns:
Future: resolves after metadata request/response
"""
if topic in self._topics:
return Future().success(set(self._topics))
self._topics.add(topic)
return self.cluster.request_update()
# request metadata update on disconnect and timedout
def _maybe_refresh_metadata(self):
"""Send a metadata request if needed.
Returns:
int: milliseconds until next refresh
"""
ttl = self.cluster.ttl()
if ttl > 0:
return ttl
if self._metadata_refresh_in_progress:
return 9999999999
node_id = self.least_loaded_node()
if node_id is None:
return 0
topics = list(self._topics)
if self.cluster.need_all_topic_metadata:
topics = []
if self._can_send_request(node_id):
request = MetadataRequest[0](topics)
log.debug("Sending metadata request %s to node %s", request, node_id)
future = self.send(node_id, request)
future.add_callback(self.cluster.update_metadata)
future.add_errback(self.cluster.failed_update)
self._metadata_refresh_in_progress = True
def refresh_done(val_or_error):
self._metadata_refresh_in_progress = False
future.add_callback(refresh_done)
future.add_errback(refresh_done)
elif self._can_connect(node_id):
log.debug("Initializing connection to node %s for metadata request", node_id)
self._maybe_connect(node_id)
return 0
def schedule(self, task, at):
"""Schedule a new task to be executed at the given time.
This is "best-effort" scheduling and should only be used for coarse
synchronization. A task cannot be scheduled for multiple times
simultaneously; any previously scheduled instance of the same task
will be cancelled.
Arguments:
task (callable): task to be scheduled
at (float or int): epoch seconds when task should run
Returns:
Future: resolves to result of task call, or exception if raised
"""
return self._delayed_tasks.add(task, at)
def unschedule(self, task):
"""Unschedule a task.
This will remove all instances of the task from the task queue.
This is a no-op if the task is not scheduled.
Arguments:
task (callable): task to be unscheduled
"""
self._delayed_tasks.remove(task)
def check_version(self, node_id=None, timeout=2, strict=False):
"""Attempt to guess the broker version"""
if node_id is None:
node_id = self.least_loaded_node()
if node_id is None:
raise Errors.NoBrokersAvailable()
# We will be intentionally causing socket failures
# and should not trigger metadata refresh
self._refresh_on_disconnects = False
self._maybe_connect(node_id)
conn = self._conns[node_id]
version = conn.check_version()
self._refresh_on_disconnects = True
return version
def wakeup(self):
if self._wake_w.send(b'x') != 1:
log.warning('Unable to send to wakeup socket!')
def _clear_wake_fd(self):
while True:
try:
self._wake_r.recv(1)
except:
break
class DelayedTaskQueue(object):
# see https://docs.python.org/2/library/heapq.html
def __init__(self):
self._tasks = [] # list of entries arranged in a heap
self._task_map = {} # mapping of tasks to entries
self._counter = itertools.count() # unique sequence count
def add(self, task, at):
"""Add a task to run at a later time.
Arguments:
task: can be anything, but generally a callable
at (float or int): epoch seconds to schedule task
Returns:
Future: a future that will be returned with the task when ready
"""
if task in self._task_map:
self.remove(task)
count = next(self._counter)
future = Future()
entry = [at, count, (task, future)]
self._task_map[task] = entry
heapq.heappush(self._tasks, entry)
return future
def remove(self, task):
"""Remove a previously scheduled task.
Raises:
KeyError: if task is not found
"""
entry = self._task_map.pop(task)
task, future = entry[-1]
future.failure(Errors.Cancelled)
entry[-1] = 'REMOVED'
def _drop_removed(self):
while self._tasks and self._tasks[0][-1] is 'REMOVED':
at, count, task = heapq.heappop(self._tasks)
def _pop_next(self):
self._drop_removed()
if not self._tasks:
raise KeyError('pop from an empty DelayedTaskQueue')
_, _, maybe_task = heapq.heappop(self._tasks)
if maybe_task is 'REMOVED':
raise ValueError('popped a removed tasks from queue - bug')
else:
task, future = maybe_task
del self._task_map[task]
return (task, future)
def next_at(self):
"""Number of seconds until next task is ready."""
self._drop_removed()
if not self._tasks:
return 9999999999
else:
return max(self._tasks[0][0] - time.time(), 0)
def pop_ready(self):
"""Pop and return a list of all ready (task, future) tuples"""
ready_tasks = []
while self._tasks and self._tasks[0][0] < time.time():
try:
task = self._pop_next()
except KeyError:
break
ready_tasks.append(task)
return ready_tasks
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