Amdahl's Law

Requires a Wolfram Notebook System

Interact on desktop, mobile and cloud with the free Wolfram CDF Player or other Wolfram Language products.

Requires a Wolfram Notebook System

Edit on desktop, mobile and cloud with any Wolfram Language product.

Amdahl' s Law summarizes the performance improvement of some process, such as a computer program. It considers that in order to improve performance (time to complete the process), only a part of the entire process is usually improved. It shows that the improvement is limited by the fraction of time the improved part is used. It can be stated in terms of two parameters: , the fraction of time spent in the improved part, and the speedup , how many times faster the improved part performs. Amdahl's Law gives how many times faster the entire process will be as .

Contributed by: Joel F. Klein (March 2011)
Open content licensed under CC BY-NC-SA


Snapshots


Details

Amdahl's Law gives the insight to both hardware and software system designers that speed improvements to just one part of a system have a limit to the overall benefit, and improvements should be balanced across all parts of the system. For example, there is a limit to improving the response time of a web server by increasing the CPU clock speed. At higher clock speeds the overall fraction of time spent in the CPU becomes vanishingly small compared to other unimproved parts of the system. Using absolute execution times, Amdahl's law is in terms of , the execution time after an improvement; , the execution time affected by the improvement; , how many times faster the improved part runs, or its speedup; and , the execution time unaffected by the improvement. In these terms, Amdahl's Law states that

However, more insight can be gained from the relative form shown below.

In this form it is easier to see what happens to the limit as increases, where reaches a maximum of .



Feedback (field required)
Email (field required) Name
Occupation Organization
Note: Your message & contact information may be shared with the author of any specific Demonstration for which you give feedback.
Send