Every Programmer Should Know These Latency Numbers
2016-01-13 11:28
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转自: https://dzone.com/articles/every-programmer-should-know
Relic. Quickly learn how to use Docker
and containers in general to create packaged images for easy management, testing, and deployment of software.
This is interesting stuff; Jonas Bonér organized some general some latency data by
Peter Norvig as a Gist, and others expanded on it. What's interesting is how, scaling time up by a billion, converts a CPU instruction cycle into approximately one heartbeat, and yields a
disk seek time of "a semester in university".
Every Programmer Should Know These Latency Numbers
The Performance Zone is brought to you in partnership with NewRelic. Quickly learn how to use Docker
and containers in general to create packaged images for easy management, testing, and deployment of software.
This is interesting stuff; Jonas Bonér organized some general some latency data by
Peter Norvig as a Gist, and others expanded on it. What's interesting is how, scaling time up by a billion, converts a CPU instruction cycle into approximately one heartbeat, and yields a
disk seek time of "a semester in university".
### Latency numbers every programmer should know L1 cache reference ......................... 0.5 ns Branch mispredict ............................ 5 ns L2 cache reference ........................... 7 ns Mutex lock/unlock ........................... 25 ns Main memory reference ...................... 100 ns Compress 1K bytes with Zippy ............. 3,000 ns = 3 µs Send 2K bytes over 1 Gbps network ....... 20,000 ns = 20 µs SSD random read ........................ 150,000 ns = 150 µs Read 1 MB sequentially from memory ..... 250,000 ns = 250 µs Round trip within same datacenter ...... 500,000 ns = 0.5 ms Read 1 MB sequentially from SSD* ..... 1,000,000 ns = 1 ms Disk seek ........................... 10,000,000 ns = 10 ms Read 1 MB sequentially from disk .... 20,000,000 ns = 20 ms Send packet CA->Netherlands->CA .... 150,000,000 ns = 150 ms Assuming ~1GB/sec SSD ![Visual representation of latencies](http://i.imgur.com/k0t1e.png) Visual chart provided by [ayshen](https://gist.github.com/ayshen) Data by [Jeff Dean](http://research.google.com/people/jeff/) Originally by [Peter Norvig](http://norvig.com/21-days.html#answers)
Lets multiply all these durations by a billion: Magnitudes: ### Minute: L1 cache reference 0.5 s One heart beat (0.5 s) Branch mispredict 5 s Yawn L2 cache reference 7 s Long yawn Mutex lock/unlock 25 s Making a coffee ### Hour: Main memory reference 100 s Brushing your teeth Compress 1K bytes with Zippy 50 min One episode of a TV show (including ad breaks) ### Day: Send 2K bytes over 1 Gbps network 5.5 hr From lunch to end of work day ### Week SSD random read 1.7 days A normal weekend Read 1 MB sequentially from memory 2.9 days A long weekend Round trip within same datacenter 5.8 days A medium vacation Read 1 MB sequentially from SSD 11.6 days Waiting for almost 2 weeks for a delivery ### Year Disk seek 16.5 weeks A semester in university Read 1 MB sequentially from disk 7.8 months Almost producing a new human being The above 2 together 1 year ### Decade Send packet CA->Netherlands->CA 4.8 years Average time it takes to complete a bachelor's degree
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