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* Add draft for queue based observer * Wait for processing intstead of put back * Reformat a bit * Make mongo observer more robust against failure When cooperating with the queue observer * Make retry interval configurable * Add create method to QueuedMongoObserver * Add Queue compabitible mongo observer * Remove print debug statements * Different queue import for py27 * Fix flake8 error * Fix more flake errors and deletegate __ne__ * Remove unused import * Remove reimport * Fix python 2 error
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Original file line number | Diff line number | Diff line change |
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# coding=utf-8 | ||
from __future__ import division, print_function, unicode_literals | ||
from collections import namedtuple | ||
import sys | ||
from sacred.observers.base import RunObserver | ||
from sacred.utils import IntervalTimer | ||
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||
if sys.version_info[0] >= 3: | ||
from queue import Queue | ||
else: | ||
from Queue import Queue | ||
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WrappedEvent = namedtuple("WrappedEvent", "name args kwargs") | ||
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class QueueObserver(RunObserver): | ||
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def __init__(self, covered_observer, interval=20, retry_interval=10): | ||
self._covered_observer = covered_observer | ||
self._retry_interval = retry_interval | ||
self._interval = interval | ||
self._queue = None | ||
self._worker = None | ||
self._stop_worker_event = None | ||
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def queued_event(self, *args, **kwargs): | ||
self._queue.put(WrappedEvent("queued_event", args, kwargs)) | ||
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def started_event(self, *args, **kwargs): | ||
self._queue = Queue() | ||
self._stop_worker_event, self._worker = IntervalTimer.create( | ||
self._run, | ||
interval=self._interval, | ||
) | ||
self._worker.start() | ||
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# Putting the started event on the queue makes no sense | ||
# as it is required for initialization of the covered observer. | ||
return self._covered_observer.started_event(*args, **kwargs) | ||
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def heartbeat_event(self, *args, **kwargs): | ||
self._queue.put(WrappedEvent("heartbeat_event", args, kwargs)) | ||
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def completed_event(self, *args, **kwargs): | ||
self._queue.put(WrappedEvent("completed_event", args, kwargs)) | ||
self.join() | ||
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def interrupted_event(self, *args, **kwargs): | ||
self._queue.put(WrappedEvent("interrupted_event", args, kwargs)) | ||
self.join() | ||
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def failed_event(self, *args, **kwargs): | ||
self._queue.put(WrappedEvent("failed_event", args, kwargs)) | ||
self.join() | ||
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def resource_event(self, *args, **kwargs): | ||
self._queue.put(WrappedEvent("resource_event", args, kwargs)) | ||
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def artifact_event(self, *args, **kwargs): | ||
self._queue.put(WrappedEvent("artifact_event", args, kwargs)) | ||
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def log_metrics(self, metrics_by_name, info): | ||
for metric_name, metric_values in metrics_by_name.items(): | ||
self._queue.put( | ||
WrappedEvent( | ||
"log_metrics", | ||
[metric_name, metric_values, info], | ||
{}, | ||
) | ||
) | ||
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def _run(self): | ||
while not self._queue.empty(): | ||
try: | ||
event = self._queue.get() | ||
except IndexError: | ||
# Currently there is no event on the queue so | ||
# just go back to sleep. | ||
pass | ||
else: | ||
try: | ||
# method = getattr(self._covered_observer, event.name) | ||
method = getattr(self._covered_observer, event.name) | ||
except NameError: | ||
# covered observer does not implement event handler | ||
# for the event, so just | ||
# discard the message. | ||
self._queue.task_done() | ||
else: | ||
while True: | ||
try: | ||
method(*event.args, **event.kwargs) | ||
except: | ||
# Something went wrong during the processing of | ||
# the event so wait for some time and | ||
# then try again. | ||
self._stop_worker_event.wait(self._retry_interval) | ||
continue | ||
else: | ||
self._queue.task_done() | ||
break | ||
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def join(self): | ||
if self._queue is not None: | ||
self._queue.join() | ||
self._stop_worker_event.set() | ||
self._worker.join(timeout=10) | ||
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def __getattr__(self, item): | ||
return getattr(self._covered_observer, item) | ||
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def __eq__(self, other): | ||
return self._covered_observer == other | ||
|
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def __ne__(self, other): | ||
return not self._covered_observer == other |
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