by Jonathan Nadal
Deep understanding of causality sometimes requires the understanding of very large patterns and their abstract relationships and interactions, not just the understanding of microscopic objects interacting in microscopic time intervals.
― Douglas R. Hofstadter, I Am a Strange Loop
Distributed computing is a term that refers to multiple computers working together as a system to solve a problem, typically because that problem would not be solvable on a single computer. For example, we all want to know that our important files will be accessible even when computer hardware inevitably fails. As a second example, a researcher at a pharmaceutical company may have a complex problem that would take decades for a single computer to solve, but which a collection of computers working together could solve in days.
Unique algorithms must be employed to coordinate workloads across these geographically distributed systems of computers because they are susceptible to categories of nondeterminism that do not arise when a problem is solved with a single computer. For example, the networks that link these computers will drop, reorder, and even redeliver messages. Algorithms that fail to account for this behavior may run correctly for extended periods but will eventually fail at unpredicatable times in unpredictable ways, such as causing data corruption.
Stateright is a software framework for analyzing and systematically verifying distributed systems. Its name refers to the goal of verifying that a system's collective state always satisfies a correctness specification, such as "any data written to the system should be accessible as long as at least one data center is reachable."
Cloud service providers like AWS and Azure leverage verification software such as the TLA+ model checker to achieve the same goal, but whereas those solutions typically verify a high level system design, Stateright is able to verify the underlying system implementation in addition to the design (along with providing other unique benefits explained in the "Comparison with TLA+" chapter). On the other end of the spectrum are tools such as Jepsen which can validate a final implementation by testing a random subset of the system's behavior, whereas Stateright can systematically enumerate all possible behaviors within a specified model of the system.
We'll jump right in with a motivating example in the first chapter, Getting Started. Alternatively:
- See the Stateright YouTube channel if you prefer a quick video introduction.
- For a broader overview of Stateright see the related Distributed Systems
Reading Group special
The slides are available on this site
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Downslides). Murat Demirbas also wrote an associated blog post.