collections

laws, formulas, and mental models worth keeping close.

Amdahl's Law

the serial fraction sets a hard ceiling on parallel speedup.

Little's Law

items in a system = arrival rate times time spent inside.

Roofline Model

attainable performance is the minimum of compute peak and memory bandwidth times arithmetic intensity.

Universal Scaling Law

extends Amdahl with a coherency penalty that explains why more nodes can mean less throughput.