Gustafson's law

E783773

Gustafson's law is a principle in parallel computing that argues overall speedup can scale with the number of processors by increasing problem size, challenging the fixed-workload limitation implied by Amdahl's law.

All labels observed (2)

Label Occurrences
Gustafson's law canonical 1
Gustafson–Barsis law 1

How this entity was disambiguated

Statements (40)

Predicate Object
instanceOf performance model ⓘ
principle in parallel computing ⓘ
scaling law ⓘ
addresses scalability of parallel programs ⓘ
speedup in parallel computing ⓘ
alsoKnownAs Gustafson–Barsis law ⓘ
linked to: Gustafson's law
applicableTo distributed-memory systems ⓘ
shared-memory multiprocessors ⓘ
argues overall speedup can scale with number of processors ⓘ
assumes fixed execution time ⓘ
increasing workload with processor count ⓘ
problem size grows with processor count ⓘ
scaled problem size ⓘ
category laws of computer science ⓘ
parallel computing theory ⓘ
challenges fixed-workload limitation of Amdahl's law ⓘ
contrastsWith Amdahl's law ⓘ
defines N as number of processors ⓘ
S(N) as scaled speedup ⓘ
α as serial fraction of execution time ⓘ
emphasizes practical workloads rather than fixed-size benchmarks ⓘ
field high-performance computing ⓘ
parallel computing ⓘ
focusesOn weak scaling ⓘ
implies large problems can use many processors efficiently ⓘ
parallel fraction can dominate as processor count increases ⓘ
influenced design of large-scale scientific simulations ⓘ
thinking about massively parallel processing ⓘ
motivatedBy limitations of Amdahl's law for large-scale systems ⓘ
proposedBy John L. Gustafson ⓘ
publicationYear 1988 ⓘ
publishedIn Communications of the ACM ⓘ
relatedTo Amdahl's law ⓘ
parallel speedup ⓘ
strong scaling ⓘ
weak scaling efficiency ⓘ
speedupFormula S(N) = N − α (N − 1) ⓘ
usedFor designing scalable parallel algorithms ⓘ
estimating parallel performance ⓘ
evaluating supercomputer scalability ⓘ

How these facts were elicited

Referenced by (2)

Full triples — surface form annotated when it differs from this entity's canonical label.

Amdahl's law → contrastedWith → Gustafson's law ⓘ
Gustafson's law → alsoKnownAs → Gustafson–Barsis law ⓘ
linked to: Gustafson's law