OSM Autoscaling
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This is a new feature available since Release FIVE, which allows to automatically scale VNFs with a VDU granularity and based on any available metric.
Reference diagram
The following diagram summarizes the feature:
- Scaling descriptors can be included and be tied to automatic reaction to VIM/VNF metric thresholds.
- Supported metrics are both VIM and VNF metrics. More information about metrics collection can be found at the Performance Management documentation
- An internal alarm manager has been added to MON through the 'mon-evaluator' module, so that both VIM and VNF metrics can also trigger threshold-violation alarms and scaling actions. More information about this module can be found at the Fault Management documentation
Scaling Descriptor
The scaling descriptor is part of a VNFD. Like the example below shows, it mainly specifies:
- An existing metric to be monitored, which should be pre-defined in the monitoring-param list (vnf-monitoring-param-ref).
- The VDU to be scaled (vdu-id-ref) and the amount of instances to scale per event (count)
- The thresholds to monitor (scale-in/out-threshold)
- The minimum and maximum amount of scaled instances to produce.
- The minimum time it should pass between scaling operations (cooldown-time)
scaling-group-descriptor: - name: "cpu_autoscaling_descriptor" min-instance-count: 0 max-instance-count: 10 scaling-policy: - name: "cpu_scaling_policy" scaling-type: "automatic" cooldown-time: 120 scaling-criteria: - name: "cpu_autoscaling_criteria" scale-in-threshold: 20 scale-in-relational-operation: "LT" scale-out-threshold: 80 scale-out-relational-operation: "GT" vnf-monitoring-param-ref: "vnf01_cpu_util" vdu: - count: 1 vdu-id-ref: vdu01
Example
This will launch a Network Service formed by an HAProxy load balancer and an (autoscalable) Apache web server Make sure:
- Your VIM has an accesible 'public' network and a management network (in this case called "PUBLIC" and "vnf-mgmt")
- Your VIM has the 'haproxy_ubuntu' and 'apache_ubuntu' images located here
- You run the following command to match your VIM metrics telemetry system's granularity, if different than 300s (recommended for this example is 60s or Gnocchi's "medium archive-policy"):
docker service update --env-add OS_DEFAULT_GRANULARITY=60 osm_mon
Get the descriptors:
wget https://osm-download.etsi.org/ftp/osm-4.0-four/4th-hackfest/packages/webserver_vimmetric_autoscale_nsd.tar.gz wget https://osm-download.etsi.org/ftp/osm-4.0-four/4th-hackfest/packages/webserver_vimmetric_autoscale_vnfd.tar.gz
Onboard them
osm vnfd-create webserver_vimmetric_autoscale_vnfd.tar.gz osm nsd-create webserver_vimmetric_autoscale_nsd.tar.gz
Launch the NS
osm ns-create --ns_name web01 --nsd_name webserver_vimmetric_autoscale_ns --vim_account <VIM_ACCOUNT_NAME>|<VIM_ACCOUNT_ID> osm ns-list osm ns-show web01
Testing
- To ensure the NS is working, visit the Load balancer's IP at the public network using a browser, the page should show an OSM logo and active VDUs
- To check metrics at Prometheus, visit http://[OSM_IP]:9091 and look for osm_cpu_utilization and osm_average_memory_utilization (initial values could take some some minutes depending on your Telemetry system's granularity)
- To check metrics at Grafana, just install the OSM preconfigured version (./install_osm.sh -o pm_stack) and visit http://[OSM_IP]:3000 (admin / admin), you will find a sample dashboard (the two top charts correspond to this example)
- To increase CPU in this example to autoscale the web server, install Apache Bench in a client within reach (could be the OSM Host) and run it towards test.php
sudo apt install apache2-utils ab -n 5000000 -c 2 http://[load-balancer-ip]/test.php # This will stress CPU to 100% and trigger a scale-out operation in POL. # In this test, scaling will usually go up to 3 web servers before HAProxy spreads to load to reach a normal CPU level (w/ 60s granularity, 180s cooldown)
Any of the VMs can be accessed through SSH to further monitor (with htop, for example), and there is an HAProxy UI at port http://[HAProxy_IP]:32700 (all credentials are osm / osm2018)
Your feedback is most welcome! You can send us your comments and questions to OSM_TECH@list.etsi.org Or join the OpenSourceMANO Slack Workplace See hereafter some best practices to report issues on OSM