RAM Usage Considerations
During application development and before moving to production, it is advisable to understand if the amount of free RAM available on the device is enough for correct device operation.
Since RAM usage is application dependent, it is important to perform some stress tests to bring the device in the worst case conditions and verify system behavior.
Some of the aspects that should be taken into account are the following:
Java Heap memory usage
Java heap is used to store the Java objects and classes at runtime.
The heap should be:
- Large enough to satisfy the requirements of applications running inside ESF.
- Small enough so that the requirements of the system and applications running outside ESF are satisfied.
The size of the heap is controlled by the
-Xmx Java command line arguments. These parameters are defined in the
/opt/eurotech/esf/bin/start_kura_debug_background.sh (for development mode) and
/opt/eurotech/esf/bin/start_kura_background.sh (for production mode).
/opt/eurotech/esf/bin/start_kura_background.shstart script in production mode requires reloading the Startup command line fingerprint in the Security -> Security Policies section of ESF Web Console before restarting ESF
-Xms parameter defines the initial size of Java heap and
-Xmx defines the maximum size. The JVM will start using
Xms as the size of the heap, and then it will grow the heap at runtime up to
Xmx if needed, depending on application memory demand.
Resizing the heap has a cost in terms of performance, for this reason
Xmx are set to the same size by default on most platforms.
In order to understand if the heap is large enough, it is advisable to perform a stress test simulating the conditions of maximum memory demand by the applications running inside ESF.
For example, if a in-memory database instance is used by a DataService instance, during the test the database can be filled up to the maximum capacity to verify if this causes any issue.
Regarding point 2., it should be noted that heap memory is not necessarily backed by physical memory immediately after JVM startup. Even if the JVM performs an allocation of size
Xmx immediately, physical memory will be assigned to the Java process by the kernel only when the memory pages are actually accessed by the JVM.
For this reason the amount of physical memory used by the JVM might appear small right after system boot and grow with time, up to the maximum size. This can happen even if the applications running inside ESF do not have high memory requirements, and can lead to potential issues that show up only after some time.
In order to recreate such issues, the
-XX:+AlwaysPreTouch JVM command line option can be used during development to force the JVM to access all heap memory after start, causing the JVM process to use the maximum amount of physical memory immediately.
Another aspect that can lead to RAM related issues is logging. As a general rule, it is recommended to reduce the amount of log messages produced by ESF during normal operation.
ESF 7.0 default logging configuration (
/opt/eurotech/esf/log4j/log4j.xml) depends on the platform:
On platforms without persisted Systemd journal, ESF will log both in the
/var/log/kura-console.log) which is on a RAM filesystem, and in Systemd journal. The latter has been introduced to enable ESF Log Analytics features.
On platforms with persisted Systemd journal ESF will log only on Systemd journal.
If ESF 7.0 has been upgraded from ESF 6.2, the original ESF 6.2 log configuration will be kept.
The size of the files in the
/var/log directory will be checked periodically and the files will be rotated to the persisted
/var/old_logs directory if needed.
If Systemd journal is not persisted, the size of its files will grow over time up to the maximum size defined in the
/etc/systemd/journald.conf file (see the
Another test can involve growing journald logs to the maximum size and verify system behavior. The
RuntimeMaxUse parameter can be tuned if needed.
External application RAM usage
If external applications are installed on the system (e.g. Docker containers), their RAM usage should be analyzed as well.
Stress tests related to Java heap size, Journald log size and external applications can be run simultaneously to simulate a worst case scenario.
Updated 10 months ago