問題描述
最近看了一個虛機的CPU使用情況，使用mpstat -P ALL命令查看系統的CPU情況(該系統只有一個CPU core)，發現該CPU的%usr長期維持在70%左右，且%sys也長期維持在20%左右：
03:56:29 AM CPU %usr %nice %sys %iowait %irq %soft %steal %guest %gnice %idle
03:56:34 AM all 67.11 0.00 24.83 0.00 0.00 8.05 0.00 0.00 0.00 0.00
03:56:34 AM 0 67.11 0.00 24.83 0.00 0.00 8.05 0.00 0.00 0.00 0.00
mpstat命令展示的CPU結果和top命令一致
但通過Grafana查看發現該機器的%usr和%sys均低於實際情況。如下圖棕色曲線爲usr，藍色曲線爲sys：
Grafana 的表達式如下：
avg by (mode, instance) (irate(node_cpu_seconds_total{instance=~"$instance", mode=~"user|system|iowait"}[$__rate_interval]))
問題解決
嘗試解決
一開始懷疑是node-exporter版本問題，但查看node-exporter的release notes並沒有相關bug，在切換爲最新版本之後，問題也沒有解決。
調研node-exporter運作方式
大部分與系統相關的prometheus指標都是直接從系統指標文件中讀取並轉換過來的。node-exporter中與CPU相關的指標就讀取自/proc/stat，其中與CPU相關的內容就是下面的前兩行，每行十列數據，分別表示User、Nice、System、Idle、Iowait、IRQ SoftIRQ、Steal、 Guest 、GuestNice
# cat /proc/stat
cpu 18651720 282843 9512262 493780943 10294540 0 2239778 0 0 0
cpu0 18651720 282843 9512262 493780943 10294540 0 2239778 0 0 0
intr 227141952 99160476 9 0 0 2772 0 0 0 0 0 0 0 157 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ctxt 4027171429
btime 1671775036
processes 14260129
procs_running 5
procs_blocked 0
softirq 1727699538 0 816653671 1 233469155 45823320 0 52888978 0 0 578864413
node-exporter並沒有做什麼運算，它只是將這十列數據除以userHZ(100)，打上mode標籤之後轉換爲prometheus格式的指標：
node_cpu_seconds_total{cpu="0", instance="redis:9100", mode="user"} 244328.77
mpstat命令的計算方式
那mpstat是如何計算不同mode的CPU利用率呢？
在mpstat的源代碼中可以看到，mode爲User的計算方式如下，涉及三個參數：
scc: 當前採樣到的CPU信息，對應/proc/stat中的CPU信息scp: 上一次採樣到的CPU信息，對應/proc/stat中的CPU信息deltot_jiffies: 兩次CPU採樣之間的jiffies(下面介紹什麼是jiffies)
ll_sp_value(scp->cpu_user - scp->cpu_guest,
scc->cpu_user - scc->cpu_guest, deltot_jiffies)
ll_sp_value函數的定義如下，它使用了宏定義SP_VALUE：
/*
***************************************************************************
* Workaround for CPU counters read from /proc/stat: Dyn-tick kernels
* have a race issue that can make those counters go backward.
***************************************************************************
*/
double ll_sp_value(unsigned long long value1, unsigned long long value2,
unsigned long long itv)
{
if (value2 < value1)
return (double) 0;
else
return SP_VALUE(value1, value2, itv);
}
SP_VALUE的定義如下：
/* With S_VALUE macro, the interval of time (@p) is given in 1/100th of a second */
#define S_VALUE(m,n,p) (((double) ((n) - (m))) / (p) * 100)
/* Define SP_VALUE() to normalize to % */
#define SP_VALUE(m,n,p) (((double) ((n) - (m))) / (p) * 100)
/*
根據SP_VALUE定義可以看到兩次CPU採樣獲取到的mode爲User的CPU佔用率計算方式爲：(((double) ((scp->cpu_user - scp->cpu_guest) - (scp->cpu_user - scp->cpu_guest))) / (deltot_jiffies) * 100)
下面函數用於計算deltot_jiffies，可以看到jiffies其實就是/proc/stat中的CPU數值單位：
/*
***************************************************************************
* Since ticks may vary slightly from CPU to CPU, we'll want
* to recalculate itv based on this CPU's tick count, rather
* than that reported by the "cpu" line. Otherwise we
* occasionally end up with slightly skewed figures, with
* the skew being greater as the time interval grows shorter.
*
* IN:
* @scc Current sample statistics for current CPU.
* @scp Previous sample statistics for current CPU.
*
* RETURNS:
* Interval of time based on current CPU, expressed in jiffies.
*
* USED BY:
* sar, sadf, mpstat
***************************************************************************
*/
unsigned long long get_per_cpu_interval(struct stats_cpu *scc,
struct stats_cpu *scp)
{
unsigned long long ishift = 0LL;
if ((scc->cpu_user - scc->cpu_guest) < (scp->cpu_user - scp->cpu_guest)) {
/*
* Sometimes the nr of jiffies spent in guest mode given by the guest
* counter in /proc/stat is slightly higher than that included in
* the user counter. Update the interval value accordingly.
*/
ishift += (scp->cpu_user - scp->cpu_guest) -
(scc->cpu_user - scc->cpu_guest);
}
if ((scc->cpu_nice - scc->cpu_guest_nice) < (scp->cpu_nice - scp->cpu_guest_nice)) {
/*
* Idem for nr of jiffies spent in guest_nice mode.
*/
ishift += (scp->cpu_nice - scp->cpu_guest_nice) -
(scc->cpu_nice - scc->cpu_guest_nice);
}
/*
* Workaround for CPU coming back online: With recent kernels
* some fields (user, nice, system) restart from their previous value,
* whereas others (idle, iowait) restart from zero.
* For the latter we need to set their previous value to zero to
* avoid getting an interval value < 0.
* (I don't know how the other fields like hardirq, steal... behave).
* Don't assume the CPU has come back from offline state if previous
* value was greater than ULLONG_MAX - 0x7ffff (the counter probably
* overflew).
*/
if ((scc->cpu_iowait < scp->cpu_iowait) && (scp->cpu_iowait < (ULLONG_MAX - 0x7ffff))) {
/*
* The iowait value reported by the kernel can also decrement as
* a result of inaccurate iowait tracking. Waiting on IO can be
* first accounted as iowait but then instead as idle.
* Therefore if the idle value during the same period did not
* decrease then consider this is a problem with the iowait
* reporting and correct the previous value according to the new
* reading. Otherwise, treat this as CPU coming back online.
*/
if ((scc->cpu_idle > scp->cpu_idle) || (scp->cpu_idle >= (ULLONG_MAX - 0x7ffff))) {
scp->cpu_iowait = scc->cpu_iowait;
}
else {
scp->cpu_iowait = 0;
}
}
if ((scc->cpu_idle < scp->cpu_idle) && (scp->cpu_idle < (ULLONG_MAX - 0x7ffff))) {
scp->cpu_idle = 0;
}
/*
* Don't take cpu_guest and cpu_guest_nice into account
* because cpu_user and cpu_nice already include them.
*/
return ((scc->cpu_user + scc->cpu_nice +
scc->cpu_sys + scc->cpu_iowait +
scc->cpu_idle + scc->cpu_steal +
scc->cpu_hardirq + scc->cpu_softirq) -
(scp->cpu_user + scp->cpu_nice +
scp->cpu_sys + scp->cpu_iowait +
scp->cpu_idle + scp->cpu_steal +
scp->cpu_hardirq + scp->cpu_softirq) +
ishift);
}
從上面計算方式可以看到，deltot_jiffies近似可以認爲是兩次CPU採樣的所有mode總和之差，以下表爲例：
User Nice System Idle Iowait IRQ SoftIRQ Steal Guest GuestNice
cpu 18424040 281581 9443941 493688502 10284789 0 2221013 0 0 0 # 第一次採樣，作爲scp
cpu 18424137 281581 9443954 493688502 10284789 0 2221020 0 0 0 # 第二次採樣，作爲scc
deltot_jiffies的計算方式爲：
(18424137+281581+9443954+493688502+10284789) - (18424040+281581+9443941+493688502+2221013) + 0 = 117
那麼根據採樣到的數據，可以得出當前虛擬上的mode爲User的CPU佔用率爲：(((double) ((18424137 - 0) - (18424040 - 0))) / (117) * 100)=82.9%，與預期相符。
再回頭看下出問題的Grafana表達式，可以看出其計算的是mode爲User的CPU的變動趨勢，而不是CPU佔用率，按照mpstat的計算方式，該mode的佔用率的近似計算方式如下：
increase(node_cpu_seconds_total{mode="user", instance="drg1-prd-dragon-redis-sentinel-data-1:9100"}[10m])/on (cpu,instance)(increase(node_cpu_seconds_total{mode="user", instance="drg1-prd-dragon-redis-sentinel-data-1:9100"}[10m])+ on (cpu,instance) increase(node_cpu_seconds_total{mode="system", instance="drg1-prd-dragon-redis-sentinel-data-1:9100"}[10m]))
得出的mode爲User的CPU佔用率曲線圖如下，與mpstat展示結果相同：
如果有必要的話，可以創建新的指標，用於準確表達CPU佔用率。