准确计算Linux中以百分比给出的CPU使用率?

问题描述 投票:42回答:5

这是一个多次被问过的问题,但是我找不到很好的支持答案。

许多人建议使用top命令,但如果你运行top一次(因为你有一个脚本,例如每1秒收集一次Cpu使用),它将始终提供相同的Cpu使用结果(example 1example 2)。

计算CPU使用率的更准确方法是通过读取/proc/stat中的值,但大多数答案仅使用/proc/stat中的前4个字段来计算它(一个示例here)。

从Linux内核2.6.33开始,/proc/stat/每CPU核心有10个字段!

我还发现这个Accurately Calculating CPU Utilization in Linux using /proc/stat问题指出了同样的问题 - 大多数其他问题只考虑了许多领域中的4个 - 但这里给出的答案仍然以“我认为”(不确定)开头,除此之外,它只关注前7个领域(/proc/stat/中的10个)

This perl脚本使用所有字段来计算CPU使用率,经过一些进一步的调查后我再次认为这是不正确的。

在快速浏览内核代码here之后,看起来,例如,guest_niceguest fields总是与niceuser一起增加(因此它们不应该包含在cpu使用计算中,因为它们包含在niceuser中已经领域)

/*
 * Account guest cpu time to a process.
 * @p: the process that the cpu time gets accounted to
 * @cputime: the cpu time spent in virtual machine since the last update
 * @cputime_scaled: cputime scaled by cpu frequency
 */
static void account_guest_time(struct task_struct *p, cputime_t cputime,
                   cputime_t cputime_scaled)
{
    u64 *cpustat = kcpustat_this_cpu->cpustat;

    /* Add guest time to process. */
    p->utime += cputime;
    p->utimescaled += cputime_scaled;
    account_group_user_time(p, cputime);
    p->gtime += cputime;

    /* Add guest time to cpustat. */
    if (task_nice(p) > 0) {
        cpustat[CPUTIME_NICE] += (__force u64) cputime;
        cpustat[CPUTIME_GUEST_NICE] += (__force u64) cputime;
    } else {
        cpustat[CPUTIME_USER] += (__force u64) cputime;
        cpustat[CPUTIME_GUEST] += (__force u64) cputime;
    }
}

总而言之,什么是计算Linux中CPU使用率的准确方法,以及在计算中应考虑哪些字段以及如何(哪些字段归因于空闲时间以及哪些字段归因于非空闲时间)?

linux linux-kernel cpu calculator cpu-usage
5个回答
60
投票

根据撰写本文时的htop源代码,我的假设看起来有效:

(参见void ProcessList_scan(ProcessList* this)ProcessList.c函数)

// Guest time is already accounted in usertime
usertime = usertime - guest;                     # As you see here, it subtracts guest from user time
nicetime = nicetime - guestnice;                 # and guest_nice from nice time
// Fields existing on kernels >= 2.6
// (and RHEL's patched kernel 2.4...)
idlealltime = idletime + ioWait;                 # ioWait is added in the idleTime
systemalltime = systemtime + irq + softIrq;
virtalltime = guest + guestnice;
totaltime = usertime + nicetime + systemalltime + idlealltime + steal + virtalltime;

所以,从/proc/stat第一行中列出的字段:(参见documentation第1.8节)

     user    nice   system  idle      iowait irq   softirq  steal  guest  guest_nice
cpu  74608   2520   24433   1117073   6176   4054  0        0      0      0

从算法上讲,我们可以计算CPU使用百分比,如:

PrevIdle = previdle + previowait
Idle = idle + iowait

PrevNonIdle = prevuser + prevnice + prevsystem + previrq + prevsoftirq + prevsteal
NonIdle = user + nice + system + irq + softirq + steal

PrevTotal = PrevIdle + PrevNonIdle
Total = Idle + NonIdle

# differentiate: actual value minus the previous one
totald = Total - PrevTotal
idled = Idle - PrevIdle

CPU_Percentage = (totald - idled)/totald

9
投票

以下是基于Vangelis答案的bash脚本。它产生如下输出:

total 49.1803
cpu0 14.2857
cpu1 100
cpu2 28.5714
cpu3 100
cpu4 30
cpu5 25

创建一个名为get_cpu_usage.sh的文件

使用以下命令运行它:bash get_cpu_usage.sh 0.2

参数是要测量的秒数。在这种情况下,它是200毫秒。

内容如下:

#!/bin/sh

sleepDurationSeconds=$1

previousDate=$(date +%s%N | cut -b1-13)
previousStats=$(cat /proc/stat)

sleep $sleepDurationSeconds

currentDate=$(date +%s%N | cut -b1-13)
currentStats=$(cat /proc/stat)    

cpus=$(echo "$currentStats" | grep -P 'cpu' | awk -F " " '{print $1}')

for cpu in $cpus
do
    currentLine=$(echo "$currentStats" | grep "$cpu ")
    user=$(echo "$currentLine" | awk -F " " '{print $2}')
    nice=$(echo "$currentLine" | awk -F " " '{print $3}')
    system=$(echo "$currentLine" | awk -F " " '{print $4}')
    idle=$(echo "$currentLine" | awk -F " " '{print $5}')
    iowait=$(echo "$currentLine" | awk -F " " '{print $6}')
    irq=$(echo "$currentLine" | awk -F " " '{print $7}')
    softirq=$(echo "$currentLine" | awk -F " " '{print $8}')
    steal=$(echo "$currentLine" | awk -F " " '{print $9}')
    guest=$(echo "$currentLine" | awk -F " " '{print $10}')
    guest_nice=$(echo "$currentLine" | awk -F " " '{print $11}')

    previousLine=$(echo "$previousStats" | grep "$cpu ")
    prevuser=$(echo "$previousLine" | awk -F " " '{print $2}')
    prevnice=$(echo "$previousLine" | awk -F " " '{print $3}')
    prevsystem=$(echo "$previousLine" | awk -F " " '{print $4}')
    previdle=$(echo "$previousLine" | awk -F " " '{print $5}')
    previowait=$(echo "$previousLine" | awk -F " " '{print $6}')
    previrq=$(echo "$previousLine" | awk -F " " '{print $7}')
    prevsoftirq=$(echo "$previousLine" | awk -F " " '{print $8}')
    prevsteal=$(echo "$previousLine" | awk -F " " '{print $9}')
    prevguest=$(echo "$previousLine" | awk -F " " '{print $10}')
    prevguest_nice=$(echo "$previousLine" | awk -F " " '{print $11}')    

    PrevIdle=$((previdle + previowait))
    Idle=$((idle + iowait))

    PrevNonIdle=$((prevuser + prevnice + prevsystem + previrq + prevsoftirq + prevsteal))
    NonIdle=$((user + nice + system + irq + softirq + steal))

    PrevTotal=$((PrevIdle + PrevNonIdle))
    Total=$((Idle + NonIdle))

    totald=$((Total - PrevTotal))
    idled=$((Idle - PrevIdle))

    CPU_Percentage=$(awk "BEGIN {print ($totald - $idled)/$totald*100}")

    if [[ "$cpu" == "cpu" ]]; then
        echo "total "$CPU_Percentage
    else
        echo $cpu" "$CPU_Percentage
    fi
done

6
投票

嘿,我也在研究这个主题,发现这个主题非常有用。我使用Vangelis Tasoulas公式为此编写一个小的python脚本。附件是我的问题的Python代码。它每秒加载每个cpu_id的cpu使用量。也许它也有助于其他人。欢迎提出意见/建议:-)

#!/usr/bin/python 
# -*- coding: utf-8 -*-

'''
Created on 04.12.2014

@author: plagtag
'''
from time import sleep
import sys

class GetCpuLoad(object):
    '''
    classdocs
    '''


    def __init__(self, percentage=True, sleeptime = 1):
        '''
        @parent class: GetCpuLoad
        @date: 04.12.2014
        @author: plagtag
        @info: 
        @param:
        @return: CPU load in percentage
        '''
        self.percentage = percentage
        self.cpustat = '/proc/stat'
        self.sep = ' ' 
        self.sleeptime = sleeptime

    def getcputime(self):
        '''
        http://stackoverflow.com/questions/23367857/accurate-calculation-of-cpu-usage-given-in-percentage-in-linux
        read in cpu information from file
        The meanings of the columns are as follows, from left to right:
            0cpuid: number of cpu
            1user: normal processes executing in user mode
            2nice: niced processes executing in user mode
            3system: processes executing in kernel mode
            4idle: twiddling thumbs
            5iowait: waiting for I/O to complete
            6irq: servicing interrupts
            7softirq: servicing softirqs

        #the formulas from htop 
             user    nice   system  idle      iowait irq   softirq  steal  guest  guest_nice
        cpu  74608   2520   24433   1117073   6176   4054  0        0      0      0


        Idle=idle+iowait
        NonIdle=user+nice+system+irq+softirq+steal
        Total=Idle+NonIdle # first line of file for all cpus

        CPU_Percentage=((Total-PrevTotal)-(Idle-PrevIdle))/(Total-PrevTotal)
        '''
        cpu_infos = {} #collect here the information
        with open(self.cpustat,'r') as f_stat:
            lines = [line.split(self.sep) for content in f_stat.readlines() for line in content.split('\n') if line.startswith('cpu')]

            #compute for every cpu
            for cpu_line in lines:
                if '' in cpu_line: cpu_line.remove('')#remove empty elements
                cpu_line = [cpu_line[0]]+[float(i) for i in cpu_line[1:]]#type casting
                cpu_id,user,nice,system,idle,iowait,irq,softrig,steal,guest,guest_nice = cpu_line

                Idle=idle+iowait
                NonIdle=user+nice+system+irq+softrig+steal

                Total=Idle+NonIdle
                #update dictionionary
                cpu_infos.update({cpu_id:{'total':Total,'idle':Idle}})
            return cpu_infos

    def getcpuload(self):
        '''
        CPU_Percentage=((Total-PrevTotal)-(Idle-PrevIdle))/(Total-PrevTotal)

        '''
        start = self.getcputime()
        #wait a second
        sleep(self.sleeptime)
        stop = self.getcputime()

        cpu_load = {}

        for cpu in start:
            Total = stop[cpu]['total']
            PrevTotal = start[cpu]['total']

            Idle = stop[cpu]['idle']
            PrevIdle = start[cpu]['idle']
            CPU_Percentage=((Total-PrevTotal)-(Idle-PrevIdle))/(Total-PrevTotal)*100
            cpu_load.update({cpu: CPU_Percentage})
        return cpu_load


if __name__=='__main__':
    x = GetCpuLoad()
    while True:
        try:
            data = x.getcpuload()
            print data
        except KeyboardInterrupt:

            sys.exit("Finished")                

1
投票

idnt.net对如何使用/ proc / stat cpu数据有很好的描述,包括用于提取cpu的bash脚本和行的描述。我只是想在这里链接它,因为我发现它很有价值。


0
投票
#!/usr/bin/ruby -w

    prev_file = IO.readlines(::File.join('', 'proc', 'stat')).select { |line| line.start_with?('cpu') }
    Kernel.sleep(0.05)
    file = IO.readlines(::File.join('', 'proc', 'stat')).select { |line| line.start_with?('cpu') }

    file.size.times do |i|
        data, prev_data = file[i].split.map(&:to_f), prev_file[i].split.map(&:to_f)

        %w(user nice sys idle iowait irq softirq steal).each_with_index do |el, index|
            eval "@#{el}, @prev_#{el} = #{data[index + 1]}, #{prev_data[index + 1]}"
        end

        previdle, idle = @prev_idle + @prev_iowait, @idle + @iowait
        totald = idle + (@user + @nice + @sys + @irq + @softirq + @steal) -
            (previdle + (@prev_user + @prev_nice + @prev_sys + @prev_irq + @prev_softirq + @prev_steal))

        puts "CPU #{i}: #{((totald - (idle - previdle)) / totald * 100).round(2)} %"
    end
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