Load balancing and scheduling algorithms.

Posted by Lukas Šalkauskas on Stack Overflow See other posts from Stack Overflow or by Lukas Šalkauskas
Published on 2010-06-15T06:42:30Z Indexed on 2010/06/15 13:32 UTC
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algorithm

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machine-learning

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load-balancing

Hello there, so here is my problem:

I have several different configuarion servers. I have different calculations (jobs); I can predict how long approximately each job will take to be caclulated. Also, I have priorities. My question is how to keep all machines loaded 99-100% and schedule the jobs in the best way.

Each machine can do several calculations at a time. Jobs are pushed to the machine. The central machine knows the current load of each machine. Also, I would like to to assign some kind of machine learning here, because I will know statistics of each job (started, finished, cpu load etc.).

How can I distribute jobs (calculations) in the best possible way, keeping in mind the priorities?

Any suggestions, ideas, or algorithms ?

FYI: My platform .NET.

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