October 13, 2009

The impossibility of global state

(This post is a write-up of some ideas about concurrency that I've briefly discussed before).

By far the bulk of concurrency practice is aimed at dealing with systems based around shared, mutable state. Participants are asked to imagine a world with a global state whose changes are instantaneously observable by everyone. This world is a physical impossibility.

The global state illusion is based on elaborate consensus mechanisms. The concept only works because our perception of the flow of time is fixed vis-a-vis the rest of the world, which happens to be just quick enough to execute consensus algorithms over large networks that we don't get annoyed.

The common refrain to criticisms of the global state illusion is "but think of the bankers!" The consistent bank account with atomic deposits and withdrawals is an example found in almost all textbooks on concurrency. It is a neat and self-contained pedagogical tool for discussing the mechanisms needed to construct a global state illusion, but unfortunately its pervasive use seems to have done immense damage to any attempts to actually reason about concurrent systems.

Networked credit banking existed in 4th century BC Egypt. Banks still accept checks. Your bank account still has overdraft fees. Bank accounts work by reifying transactions as first-class objects. That this idea is considered novel is a testament to the pervasive confusion surrounding concurrency today.

What is the global state illusion really needed for? Distributed shared simulations. Most commonly seen in the guise of videogames. There, all the participants really do need to see a consistent view of the world with changes occurring in quantized time steps.

The key insight behind the global state illusion is that it is not time-scale independent. Whether the illusion can be maintained depends on how the participants perceive the flow of time relative to how quickly the mechanisms behind the illusion work. Banks could have implemented a pen-and-paper two-phase commit protocol for deposits and withdrawals before the advent of telecommunications. It would not have been very useful. This is the same exact issue affecting cache-coherency protocols in multi-core processors, at the micrometer scale.

The way forward in concurrency practice is the abandonment of the global state illusion in favor of constructing systems based on how concurrency works in the real world, taking cues and patterns from organizational and biological systems. This will entail the use of techniques from functional programming and linear logic.

2 comments:

Jeremy Fein said...

Thanks for your point of view. Out of curiosity, what are examples of some real world natural systems that express concurrency? What lessons can we learn from them in designing distributed systems?

Vladimir Sedach said...

I think bird flocks are a good example. The way birds position themselves wrt to their neighbors is analogous to interconnects in parallel computers, the way they react is like an algorithm, and the end result is coordination among individuals.

Ants using chemical signaling for distributed food search is also an interesting system to think about.