Optimal Hosting for Analysis Analysis Rails Application

I am developing a web application that performs regression analysis on user data.

on the server, RoR executes the application logic and all statistical analysis is done by R (since Ruby has bad stat packages).

Given that both R and RoR are single-threaded, and that the application is expected to be used by multiple users concurrently, I need your advice on optimal configuration.

eg: should I run R and RoR machines in separate instances and maintain RR to R communication via REST? run both on the same computer that can be grouped? use revolutionary analytics?

What would be a good hosting configuration to provide scalability for my application?

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You can create a proxy to communicate with multiple web servers, and in turn, each of these web servers communicates through the proxy with multiple R_servers. To get the proxies to load balance you can look something like Nginx directives up.

The diagram below shows 3 web servers (which are exact clones of each other) and 3 R_servers (which are exact clones of each other). Use whatever you need as it is easy to add / remove webservers or R_servers to scale horizontally.



        webserver1           R_server1
      /            \       /
proxy - webserver2 - proxy - R_server2
      \            /       \
        webserver3           R_server3

      

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Take a look at Rserve which, when hosted on Linux, will deploy a new instance for each connection.



Network connection and there are Ruby clients available as indicated by google search

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