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The Socialtext platform has both behind-the-firewall and in-the-cloud deployment options, imposing unique constraints on Ether Calc's resource and performance requirements.At the time of this writing, Socialtext requires 2 CPU cores and 4GB RAM for v Sphere-based intranet hosting; a typical dedicated EC2 instance provides about twice that capacity, with 4 cores and 7.5GB of RAM.Deploying on intranets means that we can't simply throw hardware at the problem in the same way multi-tenant, hosted-only systems did (e.g., Doc Verse, which later became part of Google Docs); we can assume only a modest amount of server capacity.Compared to intranet deployments, cloud-hosted instances offer better capacity and on-demand extension, but network connections from browsers are usually slower and fraught with frequent disconnections and reconnections.If a client drops and reconnects, it can resume by asking for a log of all requests since it was disconnected, then replay those commands locally to get to the same state as its peers.As we described in the AOSA chapter, this simple design minimized server-side CPU and RAM requirements, and demonstrates reasonable resiliency against network failure.Under the naive backlog model, when a client joins such an edit session, it must replay thousands of commands, incurring a significant startup delay before it can make any modifications.To mitigate this issue, we implemented a snapshot mechanism.

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The key observation was this: Client-side computation in Java Script, while an order of magnitude slower than server-side computation in Perl, was still much faster than the network latency incurred during AJAX roundtrips: However, as we began to test it for production deployment, the performance and scalability characteristics fell short of practical use, motivating a series of system-wide rewrites in order to reach acceptable performance.

The in-browser Social Calc engine is written in Java Script.

We considered translating that logic into Perl, but that carries the steep cost of maintaining two codebases going forward.

This workaround solved the CPU issue for new clients, but created a network performance problem of its own, as it taxes each client's upload bandwidth.

Over a slow connection, this delays the reception of subsequent commands from the client.

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