using parfeval for asynchronous parallel function evaluation
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Hi everyone,
I try to parallel function evaluation on workers. Suppose I have 10 different vectors that will be evaluated through same function. I want to retrieve outputs when they become ready. Also, when the certain number of outputs is reached, I want to evaluate the retrieved outputs through a different function without waiting to fetch all of the results. Moreover, when the unretrived data of the agents become ready, I want to use it on the same fc2 function. I wonder is it possible or not? I wrote something like this.
while itr<itrmax
for j=1:nbagents
f(j) =parfeval(p,@evaluate,1,agent(j));
end
counter=0;
finishedjobs=[];
for idx = 1:nbagents
[completedIdx,value] = fetchNext(f);
finishedjobs=[finishedjobs completedIdx];
agent(completedIdx)=value;
counter=counter+1;
if counter==5
break;
end
end
for i=1:counter
output(i)=agent(finishedjobs(i))
end
target=fc2(output(i));
itr=itr+1;
end
2 Comments
Edric Ellis
on 26 Jul 2019
Edited: Edric Ellis
on 26 Jul 2019
I'm a little bit confused by your code here. It sounds like you should be able to do what you want. Your current code appears to correctly retrieve the first 5 results to become ready, and overwrites the corresponding elements of agent.
After your fetchNext loop, you have still some incomplete parfeval futures - what do you intend to do with those?
It might be easier to use a logical array to track the completed futures, like so:
isFinished = false(1, numel(f));
for idx = 1:5 % (you could set the loop bounds rather than using 'break')
[completedIdx, value] = fetchNext(f);
isFinished(completedIdx) = true;
...
end
% Get outputs from all finished futures:
finishedOutputs = fetchOutputs(f(isFinished));
% Here are the incomplete futures
incompleteFutures = f(~isFinished);
% Not sure what you want to do with these...
% you could call 'cancel(incompleteFutures)' to discard?
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