Using Linux KSM in uWSGI
Kernel Samepage Merging is a feature of Linux kernels >= 2.6.32 which allows processes to share pages of memory with the same content. This is accomplished by a kernel daemon that periodically performs scans, comparisons, and, if possible, merges of specific memory areas. Born as an enhancement for KVM it can be used for processes that use common data (such as uWSGI processes with language interpreters and standard libraries).
If you are lucky, using KSM may exponentially reduce the memory usage of your uWSGI instances. Especially in massive :doc:`Emperor<Emperor>` deployments: enabling KSM for each vassal may result in massive memory savings. KSM in uWSGI was the idea of Giacomo Bagnoli of Asidev s.r.l.. Many thanks to him.
Enabling the KSM daemon
To enable the KSM daemon (
ksmd), simply set
/sys/kernel/mm/ksm/run to 1,
echo 1 > /sys/kernel/mm/ksm/run
Remember to do this on machine startup, as the KSM daemon does not run by default.
KSM is an opt-in feature that has to be explicitly requested by processes, so just enabling KSM will not be a savior for everything on your machine.
Enabling KSM support in uWSGI
If you have compiled uWSGI on a kernel with KSM support, you will be able to
ksm option. This option will instruct uWSGI to register process
memory mappings (via
madvise syscall) after each request or master cycle.
If no page mapping has changed from the last scan, no expensive syscalls are
Checking for process mappings requires parsing the
after each request. In some setups this may hurt performance. You can tune the
frequency of the uWSGI page scanner by passing an argument to the
# Scan for process mappings every 10 requests (or 10 master cycles) ./uwsgi -s :3031 -M -p 8 -w myapp --ksm=10
Check if KSM is working well
files contain statistics regarding KSM's efficiency. The higher values, the
less memory consumption for your uWSGI instances.
KSM statistics with collectd
A simple Bash script like this is useful for keeping an eye on KSM's efficiency:
#!/bin/bash export LC_ALL=C if [ -e /sys/kernel/mm/ksm/pages_sharing ]; then pages_sharing=`cat /sys/kernel/mm/ksm/pages_sharing`; page_size=`getconf PAGESIZE`; saved=$(echo "scale=0;$pages_sharing * $page_size"|bc); echo "PUTVAL <%= cn %>/ksm/gauge-saved interval=60 N:$saved" fi
In your collectd configuration, add something like this:
LoadPlugin exec <Plugin exec> Exec "nobody" "/usr/local/bin/ksm_stats.sh" </Plugin>