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Architecture for running processing intense algorithms on web server

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Proof Khan

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Hi,
 
I am looking for a solution to run a processing intense scheduling algorithm on webserver accessed by upto 500 clients. 
 
I am not sure how to have an architecture to handle 500 clients at the same time accessing the scheduler?

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