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Add distributed Dask Event that mimics threading.Event (#3821)
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Original file line number | Diff line number | Diff line change |
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import asyncio | ||
from collections import defaultdict | ||
from contextlib import suppress | ||
import logging | ||
import uuid | ||
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from .client import Client | ||
from .utils import log_errors, TimeoutError | ||
from .worker import get_worker | ||
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logger = logging.getLogger(__name__) | ||
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class EventExtension: | ||
""" An extension for the scheduler to manage Events | ||
This adds the following routes to the scheduler | ||
* event_wait | ||
* event_set | ||
* event_clear | ||
* event_is_set | ||
In principle, the implementation logic is quite simple | ||
as we can reuse the asyncio.Event as much as possible: | ||
we keep a mapping from name to an asyncio.Event and call | ||
every function (wait, set, clear, is_set) directly on these | ||
events. | ||
However, this would cause a memory leak: created events in the | ||
dictionary are never removed. | ||
For this, we also keep a counter for the number of waiters on | ||
a specific event. | ||
If an event is set, we need to keep track of this state so | ||
we can not remove it (the default flag is false). | ||
If it is unset but there are waiters, we can also not remove | ||
it, as those waiters would then have dangling futures. | ||
Therefore the only time we can remove the event from our dict | ||
is when the number of waiters is 0 and the event flag is cleared. | ||
""" | ||
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def __init__(self, scheduler): | ||
self.scheduler = scheduler | ||
# Keep track of all current events, identified by their name | ||
self._events = defaultdict(asyncio.Event) | ||
# Keep track on how many waiters are present, so we know when | ||
# we can remove the event | ||
self._waiter_count = defaultdict(int) | ||
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self.scheduler.handlers.update( | ||
{ | ||
"event_wait": self.event_wait, | ||
"event_set": self.event_set, | ||
"event_clear": self.event_clear, | ||
"event_is_set": self.event_is_set, | ||
} | ||
) | ||
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self.scheduler.extensions["events"] = self | ||
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async def event_wait(self, comm=None, name=None, timeout=None): | ||
""" Wait until the event is set to true. | ||
Returns false, when this did not happen in the given time | ||
and true otherwise. | ||
""" | ||
with log_errors(): | ||
name = self._normalize_name(name) | ||
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event = self._events[name] | ||
future = event.wait() | ||
if timeout is not None: | ||
future = asyncio.wait_for(future, timeout) | ||
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self._waiter_count[name] += 1 | ||
try: | ||
await future | ||
except TimeoutError: | ||
return False | ||
finally: | ||
self._waiter_count[name] -= 1 | ||
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if not self._waiter_count[name] and not event.is_set(): | ||
# No one is waiting for this | ||
# and as the default flag for an event is false | ||
# we can safely remove it | ||
self._delete_event(name) | ||
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return True | ||
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def event_set(self, comm=None, name=None): | ||
""" Set the event with the given name to true. | ||
All waiters on this event will be notified. | ||
""" | ||
with log_errors(): | ||
name = self._normalize_name(name) | ||
# No matter if someone is listening or not, | ||
# we set the event to true | ||
self._events[name].set() | ||
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def event_clear(self, comm=None, name=None): | ||
"""Set the event with the given name to false.""" | ||
with log_errors(): | ||
name = self._normalize_name(name) | ||
if not self._waiter_count[name]: | ||
# No one is waiting for this | ||
# and as the default flag for an event is false | ||
# we can safely remove it | ||
self._delete_event(name) | ||
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else: | ||
# There are waiters | ||
# This can happen if an event is "double-cleared" | ||
# In principle, the event should be unset at this point | ||
# (because if it is set, all waiters should have been | ||
# notified). But to prevent race conditions | ||
# due to unlucky timing, we clear anyways | ||
assert name in self._events | ||
event = self._events[name] | ||
event.clear() | ||
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def event_is_set(self, comm=None, name=None): | ||
with log_errors(): | ||
name = self._normalize_name(name) | ||
# the default flag value is false | ||
# we could also let the defaultdict | ||
# create a new event for us, but that | ||
# could produce many unused events | ||
if name not in self._events: | ||
return False | ||
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return self._events[name].is_set() | ||
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def _normalize_name(self, name): | ||
""" Helper function to normalize an event name """ | ||
if isinstance(name, list): | ||
name = tuple(name) | ||
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return name | ||
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def _delete_event(self, name): | ||
""" Helper function to delete an event """ | ||
# suppress key errors to make calling this method | ||
# also possible if we do not even have such an event | ||
with suppress(KeyError): | ||
del self._waiter_count[name] | ||
with suppress(KeyError): | ||
del self._events[name] | ||
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class Event: | ||
""" Distributed Centralized Event equivalent to asyncio.Event | ||
An event stores a single flag, which is set to false on start. | ||
The flag can be set to true (using the set() call) or back to false | ||
(with the clear() call). | ||
Every call to wait() blocks until the event flag is set to true. | ||
Parameters | ||
---------- | ||
name: string (optional) | ||
Name of the event. Choosing the same name allows two | ||
disconnected processes to coordinate an event. | ||
If not given, a random name will be generated. | ||
client: Client (optional) | ||
Client to use for communication with the scheduler. | ||
If not given, the default global client will be used. | ||
Examples | ||
-------- | ||
>>> event_1 = Event('a') # doctest: +SKIP | ||
>>> event_1.wait(timeout=1) # doctest: +SKIP | ||
>>> # in another process | ||
>>> event_2 = Event('a') # doctest: +SKIP | ||
>>> event_2.set() # doctest: +SKIP | ||
>>> # now event_1 will stop waiting | ||
""" | ||
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def __init__(self, name=None, client=None): | ||
try: | ||
self.client = client or Client.current() | ||
except ValueError: | ||
# Initialise new client | ||
self.client = get_worker().client | ||
self.name = name or "event-" + uuid.uuid4().hex | ||
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def __await__(self): | ||
""" async constructor | ||
Make it possible to write | ||
>>> event = await Event("x") # doctest: +SKIP | ||
even though no waiting is implied | ||
""" | ||
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async def _(): | ||
return self | ||
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return _().__await__() | ||
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def wait(self, timeout=None): | ||
""" Wait until the event is set. | ||
Parameters | ||
---------- | ||
timeout : number, optional | ||
Seconds to wait on the event in the scheduler. This does not | ||
include local coroutine time, network transfer time, etc.. | ||
Examples | ||
-------- | ||
>>> event = Event('a') # doctest: +SKIP | ||
>>> event.wait(timeout=1) # doctest: +SKIP | ||
Returns | ||
------- | ||
True if the event was set of false, if a timeout happend | ||
""" | ||
result = self.client.sync( | ||
self.client.scheduler.event_wait, name=self.name, timeout=timeout, | ||
) | ||
return result | ||
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def clear(self): | ||
""" Clear the event (set its flag to false). | ||
All waiters will now block. | ||
""" | ||
return self.client.sync(self.client.scheduler.event_clear, name=self.name) | ||
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def set(self): | ||
""" Set the event (set its flag to false). | ||
All waiters will now be released. | ||
""" | ||
result = self.client.sync(self.client.scheduler.event_set, name=self.name,) | ||
return result | ||
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def is_set(self): | ||
""" Check if the event is set """ | ||
result = self.client.sync(self.client.scheduler.event_is_set, name=self.name,) | ||
return result | ||
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def __reduce__(self): | ||
return (Event, (self.name,)) |
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