Alpha-beta (α-β) model
Beginner
A simple rule for how long sending data takes. There is a fixed delay to get started, plus a time that grows with the amount of data.
Novice
A cost model in which sending bytes takes : is a fixed per-message latency and is the link bandwidth ( is the time per byte). A collective’s time is the sum over its steps.
Expert
Hockney-style linear model ( for reduction arithmetic). Ignores contention, protocol switching, pipelining granularity and congestion, but captures the latency-bound vs bandwidth-bound trade-off that drives algorithm selection.
Explained in Scale-up fabrics (Systems).