Hello :raising_hand: If we wanna use a `LocalDask...
# prefect-community
t
Hello ๐Ÿ™‹ If we wanna use a
LocalDaskExecutor
for our flow, but to be able to limit the parallelisation (due to each task requiring a lot of resources when being run) to - for example - only two tasks at a time, is that possible? I read the docs but still donโ€™t fully understand if we have to use a
DaskExecutor
for this, and if so - would it by default run locally (if we donโ€™t give it any other config)? and kind of tangenial (and not directly related to prefect) but is there some advantage of something like the AWS fargate cluster for dask of a k8s dask cluster? is the former just easier to set up or something?
p
I don't know if it's what you are searching but you can define the number of thread for localDaskExecutor:
Copy code
flow.executor = LocalDaskExecutor(scheduler="threads", num_workers=8)
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t
@Pierre-Edouard are you sure? the docs seem to suggest otherwise
is it just undocumented?
it does seem like in another example it is being referrenced: https://docs.prefect.io/orchestration/flow_config/executors.html#localdaskexecutor
p
Sorry, I send the same link ๐Ÿ˜‰ .
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a
the suggestion to limit the number of workers is good you could also leverage concurrency limits to solve that https://docs.prefect.io/orchestration/flow-runs/concurrency-limits.html#task-run-limits
t
@Anna Geller in that case i suggest that the docs are updated to reflect this extra option, no? anyway, i think tags etc. could be useful but seems like kind of an indirect way to control this when i just want it to apply for this specific flow (it's more of a property of the specific tasks being run, rather than a property of an external resource being interacted with) i guess in general we should probably be executing it with a Dask cluster to begin with, but we're just not there yet
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a
I see what you mean. There are trade-offs here as always - concurrency limits are more generic, while executor settings are more to control resources rather than concurrency
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