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message_handler.py
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message_handler.py
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import importlib.metadata
import logging
import math
import os
import re
import time
from datetime import datetime, timedelta
from google.api_core import retry
from google.cloud.pubsub_v1 import SubscriberClient
from octue.cloud import EXCEPTIONS_MAPPING
from octue.cloud.pub_sub.events import extract_event_and_attributes_from_pub_sub
from octue.cloud.validation import SERVICE_COMMUNICATION_SCHEMA, is_event_valid
from octue.definitions import GOOGLE_COMPUTE_PROVIDERS
from octue.log_handlers import COLOUR_PALETTE
from octue.resources.manifest import Manifest
from octue.utils.threads import RepeatingTimer
if os.environ.get("COMPUTE_PROVIDER", "UNKNOWN") in GOOGLE_COMPUTE_PROVIDERS:
# Google Cloud logs don't support colour currently - provide a no-operation function.
colourise = lambda string, text_colour=None, background_colour=None: string
else:
from octue.utils.colour import colourise
logger = logging.getLogger(__name__)
MAX_SIMULTANEOUS_MESSAGES_PULL = 50
PARENT_SDK_VERSION = importlib.metadata.version("octue")
class OrderedMessageHandler:
"""A handler for Google Pub/Sub messages received via a pull subscription that ensures messages are handled in the
order they were sent.
:param octue.cloud.pub_sub.subscription.Subscription subscription: the subscription messages are pulled from
:param octue.cloud.pub_sub.service.Service receiving_service: the service that's receiving the messages
:param callable|None handle_monitor_message: a function to handle monitor messages (e.g. send them to an endpoint for plotting or displaying) - this function should take a single JSON-compatible python primitive
:param bool record_messages: if `True`, record received messages in the `received_messages` attribute
:param str service_name: an arbitrary name to refer to the service subscribed to by (used for labelling its remote log messages)
:param dict|None message_handlers: a mapping of message type names to callables that handle each type of message. The handlers should not mutate the messages.
:param dict|str schema: the JSON schema (or URI of one) to validate messages against
:param int|float skip_missing_messages_after: the number of seconds after which to skip any messages if they haven't arrived but subsequent messages have
:return None:
"""
def __init__(
self,
subscription,
receiving_service,
handle_monitor_message=None,
record_messages=True,
service_name="REMOTE",
message_handlers=None,
schema=SERVICE_COMMUNICATION_SCHEMA,
skip_missing_messages_after=10,
):
self.subscription = subscription
self.receiving_service = receiving_service
self.handle_monitor_message = handle_monitor_message
self.record_messages = record_messages
self.service_name = service_name
self.schema = schema
self.skip_missing_messages_after = skip_missing_messages_after
self._missing_message_detection_time = None
self.question_uuid = self.subscription.path.split(".")[-1]
self.handled_messages = []
self.waiting_messages = None
self._subscriber = SubscriberClient()
self._child_sdk_version = None
self._heartbeat_checker = None
self._last_heartbeat = None
self._alive = True
self._start_time = None
self._previous_message_number = -1
self._earliest_waiting_message_number = math.inf
self._message_handlers = message_handlers or {
"delivery_acknowledgement": self._handle_delivery_acknowledgement,
"heartbeat": self._handle_heartbeat,
"monitor_message": self._handle_monitor_message,
"log_record": self._handle_log_message,
"exception": self._handle_exception,
"result": self._handle_result,
}
self._log_message_colours = [COLOUR_PALETTE[1], *COLOUR_PALETTE[3:]]
@property
def total_run_time(self):
"""Get the amount of time elapsed since `self.handle_messages` was called. If it hasn't been called yet, it will
be `None`.
:return float|None: the amount of time since `self.handle_messages` was called (in seconds)
"""
if self._start_time is None:
return None
return time.perf_counter() - self._start_time
@property
def time_since_missing_message(self):
"""Get the amount of time elapsed since the last missing message was detected. If no missing messages have been
detected or they've already been skipped past, `None` is returned.
:return float|None:
"""
if self._missing_message_detection_time is None:
return None
return time.perf_counter() - self._missing_message_detection_time
@property
def _time_since_last_heartbeat(self):
"""Get the time period since the last heartbeat was received.
:return datetime.timedelta|None:
"""
if not self._last_heartbeat:
return None
return datetime.now() - self._last_heartbeat
def handle_messages(self, timeout=60, maximum_heartbeat_interval=300):
"""Pull messages and handle them in the order they were sent until a result is returned by a message handler,
then return that result.
:param float|None timeout: how long to wait for an answer before raising a `TimeoutError`
:param int|float maximum_heartbeat_interval: the maximum amount of time (in seconds) allowed between child heartbeats before an error is raised
:raise TimeoutError: if the timeout is exceeded before receiving the final message
:return dict: the first result returned by a message handler
"""
self._start_time = time.perf_counter()
self.waiting_messages = {}
self._previous_message_number = -1
self._heartbeat_checker = RepeatingTimer(
interval=maximum_heartbeat_interval,
function=self._monitor_heartbeat,
kwargs={"maximum_heartbeat_interval": maximum_heartbeat_interval},
)
try:
self._heartbeat_checker.daemon = True
self._heartbeat_checker.start()
while self._alive:
pull_timeout = self._check_timeout_and_get_pull_timeout(timeout)
self._pull_and_enqueue_available_messages(timeout=pull_timeout)
result = self._attempt_to_handle_waiting_messages()
if result is not None:
return result
finally:
self._heartbeat_checker.cancel()
self._subscriber.close()
raise TimeoutError(
f"No heartbeat has been received within the maximum allowed interval of {maximum_heartbeat_interval}s."
)
def _monitor_heartbeat(self, maximum_heartbeat_interval):
"""Change the alive status to `False` and cancel the heartbeat checker if a heartbeat hasn't been received
within the maximum allowed time interval measured from the moment of calling.
:param float|int maximum_heartbeat_interval: the maximum amount of time (in seconds) allowed between child heartbeats without raising an error
:return None:
"""
maximum_heartbeat_interval = timedelta(seconds=maximum_heartbeat_interval)
if self._last_heartbeat and self._time_since_last_heartbeat <= maximum_heartbeat_interval:
self._alive = True
return
self._alive = False
self._heartbeat_checker.cancel()
def _check_timeout_and_get_pull_timeout(self, timeout):
"""Check if the timeout has been exceeded and, if it hasn't, return the timeout for the next message pull. If
the timeout has been exceeded, raise an error.
:param int|float|None timeout: the timeout for handling all messages
:raise TimeoutError: if the timeout has been exceeded
:return int|float: the timeout for the next message pull in seconds
"""
if timeout is None:
return None
# Get the total run time once in case it's very close to the timeout - this rules out a negative pull timeout
# being returned below.
total_run_time = self.total_run_time
if total_run_time > timeout:
raise TimeoutError(
f"No final answer received from topic {self.subscription.topic.path!r} after {timeout} seconds."
)
return timeout - total_run_time
def _pull_and_enqueue_available_messages(self, timeout):
"""Pull as many messages from the subscription as are available and enqueue them in `self.waiting_messages`,
raising a `TimeoutError` if the timeout is exceeded before succeeding.
:param float|None timeout: how long to wait in seconds for the message before raising a `TimeoutError`
:raise TimeoutError|concurrent.futures.TimeoutError: if the timeout is exceeded
:return None:
"""
pull_start_time = time.perf_counter()
attempt = 1
while self._alive:
logger.debug("Pulling messages from Google Pub/Sub: attempt %d.", attempt)
pull_response = self._subscriber.pull(
request={"subscription": self.subscription.path, "max_messages": MAX_SIMULTANEOUS_MESSAGES_PULL},
retry=retry.Retry(),
)
if len(pull_response.received_messages) > 0:
break
else:
logger.debug("Google Pub/Sub pull response timed out early.")
attempt += 1
pull_run_time = time.perf_counter() - pull_start_time
if timeout is not None and pull_run_time > timeout:
raise TimeoutError(
f"No message received from topic {self.subscription.topic.path!r} after {timeout} seconds.",
)
if not pull_response.received_messages:
return
self._subscriber.acknowledge(
request={
"subscription": self.subscription.path,
"ack_ids": [message.ack_id for message in pull_response.received_messages],
}
)
for message in pull_response.received_messages:
self._extract_and_enqueue_event(message)
self._earliest_waiting_message_number = min(self.waiting_messages.keys())
def _extract_and_enqueue_event(self, message):
"""Extract an event from the Pub/Sub message and add it to `self.waiting_messages`.
:param dict message:
:return None:
"""
logger.debug("%r received a message related to question %r.", self.receiving_service, self.question_uuid)
event, attributes = extract_event_and_attributes_from_pub_sub(message.message)
if not is_event_valid(
event=event,
attributes=attributes,
receiving_service=self.receiving_service,
parent_sdk_version=PARENT_SDK_VERSION,
child_sdk_version=attributes.get("version"),
schema=self.schema,
):
return
# Get the child's Octue SDK version from the first message.
if not self._child_sdk_version:
self._child_sdk_version = attributes["version"]
message_number = attributes["message_number"]
self.waiting_messages[message_number] = event
def _attempt_to_handle_waiting_messages(self):
"""Attempt to handle messages waiting in `self.waiting_messages`. If these messages aren't consecutive to the
last handled message (i.e. if messages have been received out of order and the next in-order message hasn't been
received yet), just return. After the missing message wait time has passed, if this set of missing messages
haven't arrived but subsequent ones have, skip to the earliest waiting message and continue from there.
:return any|None: either a non-`None` result from a message handler or `None` if nothing was returned by the message handlers or if the next in-order message hasn't been received yet
"""
while self.waiting_messages:
try:
# If the next consecutive message has been received:
message = self.waiting_messages.pop(self._previous_message_number + 1)
# If the next consecutive message hasn't been received:
except KeyError:
# Start the missing message timer if it isn't already running.
if self._missing_message_detection_time is None:
self._missing_message_detection_time = time.perf_counter()
if self.time_since_missing_message > self.skip_missing_messages_after:
message = self._skip_to_earliest_waiting_message()
# Declare there are no more missing messages.
self._missing_message_detection_time = None
if not message:
return
else:
return
result = self._handle_message(message)
if result is not None:
return result
def _skip_to_earliest_waiting_message(self):
"""Get the earliest waiting message and set the message handler up to continue from it.
:return dict|None:
"""
try:
message = self.waiting_messages.pop(self._earliest_waiting_message_number)
except KeyError:
return
number_of_missing_messages = self._earliest_waiting_message_number - self._previous_message_number - 1
# Let the message handler know it can handle the next earliest message.
self._previous_message_number = self._earliest_waiting_message_number - 1
logger.warning(
"%r: %d consecutive messages missing for question %r after %ds - skipping to next earliest waiting message "
"(message %d).",
self.receiving_service,
number_of_missing_messages,
self.question_uuid,
self.skip_missing_messages_after,
self._earliest_waiting_message_number,
)
return message
def _handle_message(self, message):
"""Pass a message to its handler and update the previous message number.
:param dict message:
:return dict|None:
"""
self._previous_message_number += 1
if self.record_messages:
self.handled_messages.append(message)
handler = self._message_handlers[message["kind"]]
return handler(message)
def _handle_delivery_acknowledgement(self, message):
"""Mark the question as delivered to prevent resending it.
:param dict message:
:return None:
"""
logger.info("%r's question was delivered at %s.", self.receiving_service, message["datetime"])
def _handle_heartbeat(self, message):
"""Record the time the heartbeat was received.
:param dict message:
:return None:
"""
self._last_heartbeat = datetime.now()
logger.info("Heartbeat received from service %r for question %r.", self.service_name, self.question_uuid)
def _handle_monitor_message(self, message):
"""Send a monitor message to the handler if one has been provided.
:param dict message:
:return None:
"""
logger.debug("%r received a monitor message.", self.receiving_service)
if self.handle_monitor_message is not None:
self.handle_monitor_message(message["data"])
def _handle_log_message(self, message):
"""Deserialise the message into a log record and pass it to the local log handlers, adding [<service-name>] to
the start of the log message.
:param dict message:
:return None:
"""
record = logging.makeLogRecord(message["log_record"])
# Add information about the immediate child sending the message and colour it with the first colour in the
# colour palette.
immediate_child_analysis_section = colourise(
f"[{self.service_name} | analysis-{self.question_uuid}]",
text_colour=self._log_message_colours[0],
)
# Colour any analysis sections from children of the immediate child with the rest of the colour palette.
subchild_analysis_sections = [section.strip("[") for section in re.split("] ", record.msg)]
final_message = subchild_analysis_sections.pop(-1)
for i in range(len(subchild_analysis_sections)):
subchild_analysis_sections[i] = colourise(
"[" + subchild_analysis_sections[i] + "]",
text_colour=self._log_message_colours[1:][i % len(self._log_message_colours[1:])],
)
record.msg = " ".join([immediate_child_analysis_section, *subchild_analysis_sections, final_message])
logger.handle(record)
def _handle_exception(self, message):
"""Raise the exception from the responding service that is serialised in `data`.
:param dict message:
:raise Exception:
:return None:
"""
exception_message = "\n\n".join(
(
message["exception_message"],
f"The following traceback was captured from the remote service {self.service_name!r}:",
"".join(message["exception_traceback"]),
)
)
try:
exception_type = EXCEPTIONS_MAPPING[message["exception_type"]]
# Allow unknown exception types to still be raised.
except KeyError:
exception_type = type(message["exception_type"], (Exception,), {})
raise exception_type(exception_message)
def _handle_result(self, message):
"""Convert the result to the correct form, deserialising the output manifest if it is present in the message.
:param dict message:
:return dict:
"""
logger.info("%r received an answer to question %r.", self.receiving_service, self.question_uuid)
if message.get("output_manifest"):
output_manifest = Manifest.deserialise(message["output_manifest"])
else:
output_manifest = None
return {"output_values": message.get("output_values"), "output_manifest": output_manifest}