performance - High load average, low CPU usage - why? - Server Fault
We're seeing huge performance problems on a web application and we're trying to find the bottleneck. I am not a sysadmin so there is some stuff I don't quite get. Some basic investigation shows the CPU to be idle, lots of memory to be available, no swapping, no I/O, but a high average load.
The software stack on this server looks like this:
. Solaris 10 . Java 1.6 . WebLogic 10.3.5 (8 domains)
The applications running on this server talk with an Oracle database on a different server.
This server has 32GB of RAM and 10 CPUs (I think).
Running prstat -Z gives something like this:
PID USERNAME SIZE RSS STATE PRI NICE TIME CPU PROCESS/NLWP
3836 ducm0101 2119M 2074M cpu348 58 0 8:41:56 0.5% java/225
24196 ducm0101 1974M 1910M sleep 59 0 4:04:33 0.4% java/209
6765 ducm0102 1580M 1513M cpu330 1 0 1:21:48 0.1% java/291
16922 ducm0102 2115M 1961M sleep 58 0 6:37:08 0.0% java/193
18048 root 3048K 2440K sleep 59 0 0:06:02 0.0% sa_comm/4
26619 ducm0101 2588M 2368M sleep 59 0 8:21:17 0.0% java/231
19904 ducm0104 1713M 1390M sleep 59 0 1:15:29 0.0% java/151
27809 ducm0102 1547M 1426M sleep 59 0 0:38:19 0.0% java/186
2409 root 15M 11M sleep 59 0 0:00:00 0.0% pkgserv/3
27204 root 58M 54M sleep 59 0 9:11:38 0.0% stat_daemon/1
27256 root 12M 8312K sleep 59 0 7:16:40 0.0% kux_vmstat/1
29367 root 297M 286M sleep 59 0 11:02:13 0.0% dsmc/2
22128 root 13M 6768K sleep 59 0 0:10:51 0.0% sendmail/1
22133 smmsp 13M 1144K sleep 59 0 0:01:22 0.0% sendmail/1
22003 root 5896K 240K sleep 59 0 0:00:01 0.0% automountd/2
22074 root 4776K 1992K sleep 59 0 0:00:19 0.0% sshd/1
22005 root 6184K 2728K sleep 59 0 0:00:31 0.0% automountd/2
27201 root 6248K 344K sleep 59 0 0:00:01 0.0% mount_stat/1
20964 root 2912K 160K sleep 59 0 0:00:01 0.0% ttymon/1
20947 root 1784K 864K sleep 59 0 0:02:22 0.0% utmpd/1
20900 root 3048K 608K sleep 59 0 0:00:03 0.0% ttymon/1
20979 root 77M 18M sleep 59 0 0:14:13 0.0% inetd/4
20849 daemon 2856K 864K sleep 59 0 0:00:03 0.0% lockd/2
17794 root 80M 1232K sleep 59 0 0:06:19 0.0% svc.startd/12
17645 root 3080K 728K sleep 59 0 0:00:12 0.0% init/1
17849 root 13M 6800K sleep 59 0 0:13:04 0.0% svc.configd/15
20213 root 84M 81M sleep 59 0 0:47:17 0.0% nscd/46
20871 root 2568K 600K sleep 59 0 0:00:04 0.0% sac/1
3683 ducm0101 1904K 1640K sleep 56 0 0:00:00 0.0% startWebLogic.s/1
23937 ducm0101 1904K 1640K sleep 59 0 0:00:00 0.0% startWebLogic.s/1
20766 daemon 5328K 1536K sleep 59 0 0:00:36 0.0% nfsmapid/3
20141 daemon 5968K 3520K sleep 59 0 0:01:14 0.0% kcfd/4
20093 ducm0101 2000K 376K sleep 59 0 0:00:01 0.0% pfksh/1
20797 daemon 3256K 240K sleep 59 0 0:00:01 0.0% statd/1
6181 root 4864K 2872K sleep 59 0 0:01:34 0.0% syslogd/17
7220 ducm0104 1268M 1101M sleep 59 0 0:36:35 0.0% java/138
27597 ducm0102 1904K 1640K sleep 59 0 0:00:00 0.0% startWebLogic.s/1
27867 root 37M 4568K sleep 59 0 0:13:56 0.0% kcawd/7
12685 ducm0101 4080K 208K sleep 59 0 0:00:01 0.0% vncconfig/1
ZONEID NPROC SWAP RSS MEMORY TIME CPU ZONE
42 135 22G 19G 59% 87:27:59 1.2% dsuniucm01
Total: 135 processes, 3167 lwps, load averages: 54.48, 62.50, 63.11
I understand that CPU is mostly idle, but the load average is high, which is quite strange to me. Memory doesn't seem to be a problem.
Running vmstat 15 gives something like this:
kthr memory page disk faults cpu
r b w swap free re mf pi po fr de sr s0 s1 s4 sd in sy cs us sy id
0 0 0 32531400 105702272 317 1052 126 0 0 0 0 13 13 -0 8 9602 107680 10964 1 1 98
0 0 0 15053368 95930224 411 2323 0 0 0 0 0 0 0 0 0 23207 47679 29958 3 2 95
0 0 0 14498568 95801960 3072 3583 0 2 2 0 0 3 3 0 21 22648 66367 28587 4 4 92
0 0 0 14343008 95656752 3080 2857 0 0 0 0 0 3 3 0 18 22338 44374 29085 3 4 94
0 0 0 14646016 95485472 1726 3306 0 0 0 0 0 0 0 0 0 24702 47499 33034 3 3 94
I understand that the CPU is mostly idle, no processes are waiting in the queue to be executed, little swapping is happening.
Running iostat 15 gives this:
tty sd0 sd1 sd4 ssd0 cpu
tin tout kps tps serv kps tps serv kps tps serv kps tps serv us sy wt id
0 676 324 13 8 322 13 8 0 0 0 159 8 0 1 1 0 98
1 1385 0 0 0 0 0 0 0 0 0 0 0 0 3 4 0 94
0 584 89 6 24 89 6 25 0 0 0 332 19 0 2 1 0 97
0 296 0 0 0 0 0 0 0 0 0 0 0 0 2 2 0 97
1 1290 43 5 24 43 5 22 0 0 0 297 20 1 3 3 0 94
Running netstat -i 15 gives the following:
When you say 'High Load average' I assume you mean that prstat shows for 'load average' at the bottom of the output figures of
Total: 135 processes, 3167 lwps, load averages: 54.48, 62.50, 63.11These numbers, look similar to the ones that top provides and probably mean the average queue size of running process. This isn't the percentage of processor time being used but how many 'things' are harassing the CPU for time to run. Admittedly, these do look quite high but this all depends on the app that you are running; the processes may not actually be doing much once they get their slot. See herefor a nice explanation regarding top.
I'm not familiar with WebLogic but I have noticed that, generally, with Apache Tomcat many Java threads can be spawned simultaneously for what appears as not many requests. It could be this that is causing those high average load numbers. Make sure that you are using connection pooling where appropriate to connect to the backend and consider upping the number of idle threads that are available to your app to handle connections (not sure how you do this on WebLogic; Tomcat has a per connector thread pool or a general executor thread pool). If you don't do this then brand new threads may be being spawned to process requests.
As to performance, you need to nail down what part of your app is suffering. Is it the processing that is happening in the WebLogic/Java side of things, the database access, DNS lookups (if they're being done for some reason...), network issues or something on the OS.
99% of the time it will be your code and how it talks to the database that is holding things up. Then it will be configuration of the web app. Past this point you will be working on squeezing the last milliseconds out of your app or looking at providing higher concurrency with the same hardware. For this finer grained performance tuning you need metrics.
For Java I'd suggest installing Java Melody. It can provide a lot of info regarding what your program is doing and help narrow down where it is spending time. I've only used it with Tomcat but should work fine with any Java EE container/servlet thingy.
There are a number of ways you can tune Java, so take a look at their performance guidelines (I'm sure you probably have) and make sure you're setting the correct Heap Size etc. suitable for your program. Java Melody can help you track down the size of Java's heap you're consuming as well as how hard the garbage collector is working/how often it is interrupting your program to clear objects.
I hope that has been helpful. If you provide any more information, I may be able to update this answer and hone it more towards your needs.
With some further investigation, it appears that the performance problem is mostly due to a high number of network calls between two systems (Oracle SSXA and UCM). The calls are quick but plenty and serialized, hence the low CPU usage (mostly waiting for I/O), the high load average (many calls waiting to be processed) and especially the long response times (by accumulation of small response times).
(2) how to understand the load average on the first line ("load average: 14.04, 14.02, 14.00")?
This article on load average uses a nice traffic analogy and is the best one I've found so far:Understanding Linux CPU Load - when should you be worried?. In your case, as people pointed out:
On multi-processor system, the load is relative to the number of processor cores available. The "100% utilization" mark is 1.00 on a single-core system, 2.00, on a dual-core, 4.00 on a quad-core, etc.
So, with a load average of 14.00 and 24 cores, your server is far from being overloaded.
参考：
http://www.linuxjournal.com/article/9001
http://blog.scoutapp.com/articles/2009/07/31/understanding-load-averages