Is it possible implement Pregel in Erlang without supersteps?

Question

Let's say we implement Pregel with Erlang. Why do we actually need supersteps? Isn't it better to just send messages from one supervisor to processes that represent nodes? They could just apply the calculation function to themselves, send messages to each other and then send a 'done' message to the supervisor.

What is the whole purpose of supersteps in concurrent Erlang implementation of Pregel?

Answer 1

• The SuperStep concept as espoused by the Pregel model could be viewed as sort of a Barrier for parallel-y executing entities. At the end of each superstep, each worker, flushes it state to the persistent store.
• The algorithm is check-pointed at the end of each SuperStep so that in case of failure, when a new node has to take over the function of a failed peer, it has a point to start from. Pregel guarantees that since the data of the node has been flushed to disk before the SuperStep started, it can reliably start from exactly that point.
• It also in a way signifies "progress" of the algorithm. A pregel algorithm/job can be provided with a "max number of supersteps" after which the algorithm should terminate.

What you specified in your question (about superisors sending worker a calculation function and waiting for a "done") can definitely be implemented (although I dont think the current supervisor packaged with OTP can do stuff like that out of the box) but I guess the concept of a SuperStep is just a requirement of a Pregel model. If on the other hand, you were implementing something like a parallel mapper (like what Joe implements in his book) you wont need supersteps/