[转帖]Latency numbers every programmer should know

依然范特西╮ 提交于 2020-03-05 06:38:48

Latency numbers every programmer should know

https://gist.github.com/hellerbarde/2843375

 

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

 

TablesAre
一级缓存读取时间为 0.5ns
分支预测错误需要耗时 5ns
二级缓存读取时间为 7ns
互斥锁的加锁和解锁需要时间为 25ns
内存寻址需要 100ns
压缩1K字节需要 3us
在 1Gbps 的网络上传输 2K 的数据需要 20us
SSD 随机读取耗时为 150us
从内存中读取 1MB 的连续数据耗时 250us
同一个数据中心网络上跑一个来回需要 0.5ms
从 SSD 读取 1MB 的顺序数据需要 1ms
磁盘寻址时间为 10ms
从磁盘读取 1MB 连续数据需要 20ms
发送一个数据包大约需要 150ms
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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