Pattern: Multi-node synchronization using an Actor¶

When you have multiple tasks that need to wait on some condition or otherwise need to synchronize across tasks & actors on a cluster, you can use a central actor to coordinate among them. Below is an example of using a SignalActor that wraps an asyncio.Event for basic synchronization.

Code example¶import asyncio

import ray


# We set num_cpus to zero because this actor will mostly just block on I/O.
@ray.remote(num_cpus=0)
class SignalActor:
    def __init__(self):
        self.ready_event = asyncio.Event()

    def send(self, clear=False):
        self.ready_event.set()
        if clear:
            self.ready_event.clear()

    async def wait(self, should_wait=True):
        if should_wait:
            await self.ready_event.wait()


@ray.remote
def wait_and_go(signal):
    ray.get(signal.wait.remote())

    print("go!")


signal = SignalActor.remote()
tasks = [wait_and_go.remote(signal) for _ in range(4)]
print("ready...")
# Tasks will all be waiting for the signals.
print("set..")
ray.get(signal.send.remote())

# Tasks are unblocked.
ray.get(tasks)

# Output is:
# ready...
# set..

# (wait_and_go pid=77366) go!
# (wait_and_go pid=77372) go!
# (wait_and_go pid=77367) go!
# (wait_and_go pid=77358) go!

Ray 3.0.0.dev0

Pattern: Multi-node synchronization using an Actor¶

Code example¶