This lab starts an OpenNMS instance, a 3-node ScyllaDB cluster, and optionally an instance for the Scylla Monitoring Stack in the cloud, for learning purposes.
To monitor a network, it is advised to enable ActiveMQ or Kafka and use Minions. For simplicity, the embedded ActiveMQ will be enabled.
Follow this guide for general information about how to configure Scylla/Cassandra for OpenNMS/Newts. Most of that knowledge is transferable to ScyllaDB.
The scripts used through this tutorial use envsubst, make sure to have it installed.
Make sure to log into Azure using az login
prior creating the VM.
If you have a restricted account in Azure, make sure you have the Network Contributor
role and the Virtual Machine Contributor
role associated with your Azure AD account for the resource group where you want to create the VM. Of course, either Owner
or Contributor
at the resource group level are welcome.
If you have a restricted account in Azure, make sure you have the Network Contributor
role and the Virtual Machine Contributor
role associated with your Azure AD account for the resource group where you want to create the VM. Of course, either Owner
or Contributor
at the resource group level are welcome.
# Main
export RG_NAME="OpenNMS" # Change it to use a shared one
export LOCATION="eastus" # Azure Region
export VNET_CIDR="13.0.0.0/16"
export VNET_SUBNET="13.0.1.0/24"
export VNET_NAME="$USER-scylla-vnet"
export VNET_SUBNET_NAME="subnet1"
export SCYLLA_VM_SIZE="Standard_D2s_v3" # 2 VCPU, 8 GB of RAM
export SCYLLA_DISK_SIZE="512" # Disk size in GB
export SCYLLA_CLUSTER_NAME="opennms-cluster"
export SCYLLA_DATACENTER="DC1"
export SCYLLA_REPLICATION_FACTOR="2" # Less than total nodes in cluster
export SCYLLA_SEED="$USER-scylla1"
export NEWTS_KEYSPACE_NAME="newts"
export ONMS_HEAP="4096" # Expressed in MB and must fit ONMS_VM_SIZE
export ONMS_VM_SIZE="Standard_D2s_v3" # 2 VCPU, 8 GB of RAM
export ONMS_VM_NAME="$USER-scylla-onms"
export SCYLLA_MON_VM_SIZE="Standard_D2s_v3" # 2 VCPU, 8 GB of RAM
export SCYLLA_MON_VM_NAME="$USER-scylla-monitor"
# Generated
export SUBNET_BASE=${VNET_SUBNET/\.0\/24/}
Feel free to change the content and keep in mind that $USER
is what we will use throughout this tutorial to identify all the resources we will create in Azure uniquely.
Do not confuse the Azure Location or Region with the Minion Location; they are both unrelated things.
We're going to leverage the Azure DNS services to avoid the need to remember and using Public IP addresses.
In Azure, the default public DNS follow the same pattern:
<vm-name>.<location>.cloudapp.azure.com
To make the VMs FQDN unique, we're going to add the username to the VM name. For instance, the OpenNMS FQDN would be:
agalue-onms01.eastus.cloudapp.azure.com
The above is what we can use to access the VM via SSH and to configure Minions.
This is a necessary step, as every resource in Azure must belong to a resource group and a location.
However, you can omit the following command and use an existing one if you prefer. In that case, make sure to adjust the environment variable RG_NAME
so the subsequent commands will target the correct group.
az group create -n $RG_NAME -l $LOCATION
az network vnet create -g $RG_NAME \
--name $VNET_NAME \
--address-prefix $VNET_CIDR \
--subnet-name $VNET_SUBNET_NAME \
--subnet-prefix $VNET_SUBNET \
--tags Owner=$USER \
--output table
The reason for creating the VNET is that we need static IP addresses for each ScyllaDB instance (as a given Scylla node identifies itself within the cluster through its IP Address).
We will name each VM like follows, based on the chosen username and CIDR for the VNET and the subnet within it:
agalue-scylla1
(13.0.1.11
)agalue-scylla2
(13.0.1.12
)agalue-scylla3
(13.0.1.13
)Note the hostnames include the chosen username to make them unique, which is mandatory for shared resource groups and the default Azure DNS public domain on the chosen region.
Remember that each VM in Azure is reachable within the same VNet from any other VM through its hostname, and the following will take advantage of this fact when configuring seed nodes and Newts access from OpenNMS.
It is assumed that each VM would have at least 8GB of RAM (a Standard_D2s_v3 instance should be sufficient), although feel free to adjust it. The key element is that Scylla requires dedicated disks configured as RAID0 formatted as XFS, so additional disks for this purpose will be added (and the Scylla setup tool takes care of the configuration and formatting).
It is also assumed that agalue-scylla1
will be the seed node.
Network Topology will be used as that's a typical scenario in production. For this, we're going to use rack-awareness, but a single-dc. The DC name will be DC1
, and for the rack, we're going to use the hostname of the ScyllaDB instance.
Create the cloud-init YAML file as /tmp/scylla-template.yaml
with the following content for ScyllaDB 4.5, expecting to be installed in RHEL/CentOS 8:
#cloud-config
package_upgrade: false
write_files:
- owner: root:root
path: /etc/scylla/fix-schema.cql
content: |
ALTER KEYSPACE system_auth WITH REPLICATION = {
'class' : 'NetworkTopologyStrategy',
'$SCYLLA_DATACENTER' : 3
};
ALTER KEYSPACE system_distributed WITH REPLICATION = {
'class' : 'NetworkTopologyStrategy',
'$SCYLLA_DATACENTER' : 3
};
ALTER KEYSPACE system_traces WITH REPLICATION = {
'class' : 'NetworkTopologyStrategy',
'$SCYLLA_DATACENTER' : 2
};
- owner: root:root
path: /etc/scylla/newts.cql
content: |
CREATE KEYSPACE IF NOT EXISTS $NEWTS_KEYSPACE_NAME WITH replication = {
'class' : 'NetworkTopologyStrategy',
'$SCYLLA_DATACENTER' : $SCYLLA_REPLICATION_FACTOR
};
CREATE TABLE IF NOT EXISTS $NEWTS_KEYSPACE_NAME.samples (
context text,
partition int,
resource text,
collected_at timestamp,
metric_name text,
value blob,
attributes map<text, text>,
PRIMARY KEY((context, partition, resource), collected_at, metric_name)
) WITH compaction = {
'compaction_window_size': '7',
'compaction_window_unit': 'DAYS',
'expired_sstable_check_frequency_seconds': '86400',
'class': 'org.apache.cassandra.db.compaction.TimeWindowCompactionStrategy'
} AND gc_grace_seconds = 604800;
CREATE TABLE IF NOT EXISTS $NEWTS_KEYSPACE_NAME.terms (
context text,
field text,
value text,
resource text,
PRIMARY KEY((context, field, value), resource)
);
CREATE TABLE IF NOT EXISTS $NEWTS_KEYSPACE_NAME.resource_attributes (
context text,
resource text,
attribute text,
value text,
PRIMARY KEY((context, resource), attribute)
);
CREATE TABLE IF NOT EXISTS $NEWTS_KEYSPACE_NAME.resource_metrics (
context text,
resource text,
metric_name text,
PRIMARY KEY((context, resource), metric_name)
);
- owner: root:root
permissions: '0750'
path: /etc/scylla/bootstrap.sh
content: |
#!/bin/bash
function wait_for_seed {
echo "Waiting for $SCYLLA_SEED..."
until echo -n > /dev/tcp/$SCYLLA_SEED/9042; do
printf '.'
sleep 5
done
}
function start_scylla {
echo "Starting ScyllaDB..."
systemctl enable scylla-server
systemctl start scylla-server
}
if [ ! -f "/etc/scylla/.configured" ]; then
echo "Scylla is not configured."
exit
fi
echo "Bootstrapping instance $(hostname)..."
if [[ "$SCYLLA_SEED" == "$(hostname)" ]]; then
start_scylla
wait_for_seed
echo "Configuring keyspaces..."
cqlsh -f /etc/scylla/fix-schema.cql $(hostname)
cqlsh -f /etc/scylla/newts.cql $(hostname)
else
wait_for_seed
start_scylla
fi
- owner: root:root
permissions: '0750'
path: /etc/scylla/configure.sh
content: |
#!/bin/bash
set -e
if [ "$(id -u -n)" != "root" ]; then
echo "Error: you must run this script as root" >&2
exit 4 # According to LSB: 4 - user had insufficient privileges
fi
if [ -f "/etc/scylla/.configured" ]; then
echo "Scylla node already configured."
exit
fi
ipaddr=$(ifconfig eth0 | grep 'inet[^6]' | awk '{print $2}')
# Basic Configuration
cfg="/etc/scylla/scylla.yaml"
sed -r -i "s/[#]?cluster_name:.*/cluster_name: '$SCYLLA_CLUSTER_NAME'/" $cfg
sed -r -i "/seeds:/s/127.0.0.1/$SCYLLA_SEED/" $cfg
sed -r -i "/^endpoint_snitch:/s/SimpleSnitch/GossipingPropertyFileSnitch/" $cfg
sed -r -i "/^endpoint_snitch:/a dynamic_snitch: false" $cfg
for field in listen_address rpc_address api_address; do
sed -r -i "s/^$field:.*/$field: $ipaddr/" $cfg
done
# Performance Improvement
sed -r -i "/num_tokens:/s/256/16/" $cfg
# Network Topology
cfg="/etc/scylla/cassandra-rackdc.properties"
index=$(hostname | awk '{ print substr($0,length,1) }')
echo "dc=$SCYLLA_DATACENTER" >> $cfg
echo "rack=Rack$index" >> $cfg
# Enable JMX Access
cfg="/etc/scylla/cassandra/cassandra-env.sh"
sed -r -i "/rmi.server.hostname/s/.public name./$ipaddr/" $cfg
sed -r -i "/rmi.server.hostname/s/^#//" $cfg
sed -r -i "/jmxremote.access/s/#//" $cfg
sed -r -i "/LOCAL_JMX=/s/yes/no/" $cfg
# Configure Environment
disk=$(readlink -f /dev/disk/azure/scsi1/lun0)
echo "Waiting on disk $disk"
while [ ! -e $disk ]; do
printf '.'
sleep 10
done
scylla_setup --setup-nic-and-disks --disks $disk --no-version-check
chown scylla:scylla /etc/scylla/jmxremote.*
touch /etc/scylla/.configured
- owner: root:root
permissions: '0400'
path: /etc/scylla/jmxremote.password
content: |
monitorRole QED
controlRole R&D
cassandra cassandra
- owner: root:root
permissions: '0400'
path: /etc/scylla/jmxremote.access
content: |
monitorRole readonly
cassandra readwrite
controlRole readwrite \
create javax.management.monitor.*,javax.management.timer.* \
unregister
- owner: root:root
permissions: '0400'
path: /etc/snmp/snmpd.conf
content: |
rocommunity public default
syslocation Azure
syscontact IT
dontLogTCPWrappersConnects yes
disk /
disk /var/lib/scylla
packages:
- epel-release
- net-snmp
- net-snmp-utils
runcmd:
- systemctl enable --now snmpd
- curl -o /etc/yum.repos.d/scylla.repo -L http://downloads.scylladb.com/rpm/centos/scylla-4.5.repo
- dnf install -y scylla
- /etc/scylla/configure.sh
- /etc/scylla/bootstrap.sh
For simplicity, I'm extracting the last digit from the hostname
and use it as part of the rack
name. You can apply other rules if needed.
Create the Scylla cluster on CentOS 8 VMs (with an additional disk of 500GB for data, as Scylla requires):
envsubst "$(env | cut -d= -f1 | sed -e 's/^/$/')" < /tmp/scylla-template.yaml > /tmp/scylla.yaml
for i in {1..3}; do
VM_NAME="$USER-scylla$i"
VM_IP="$SUBNET_BASE.1$i"
echo "Creating VM $VM_NAME ($VM_IP)..."
az vm create --resource-group $RG_NAME --name $VM_NAME \
--size $SCYLLA_VM_SIZE \
--image OpenLogic:CentOS:8_4:latest \
--admin-username $USER \
--ssh-key-values ~/.ssh/id_rsa.pub \
--vnet-name $VNET_NAME \
--subnet $VNET_SUBNET_NAME \
--private-ip-address $VM_IP \
--public-ip-address-dns-name $VM_NAME \
--public-ip-sku Standard \
--data-disk-sizes-gb $SCYLLA_DISK_SIZE \
--custom-data /tmp/scylla.yaml \
--tags Owner=$USER \
--no-wait
done
There is no need to open ports, as any VM can reach any other VM through any port by default, and the cluster won't be exposed to the internet (except for SSH via FQDN).
Also note that static IPs will be used because that's a Cassandra requirement (and Scylla is no different as it behaves the same way).
All the VMs will be created simultaneously; although, the bootstrap script takes care about having only one joining the cluster at a time.
Create a cloud-init script to deploy OpenNMS and PostgreSQL in Ubuntu with the following content and save it at /tmp/opennms-template.yaml
:
#cloud-config
package_upgrade: false
write_files:
- owner: root:root
path: /etc/opennms-overlay/opennms.properties.d/newts.properties
content: |
org.opennms.timeseries.strategy=newts
org.opennms.newts.config.hostname=$SCYLLA_SEED
org.opennms.newts.config.keyspace=$NEWTS_KEYSPACE_NAME
org.opennms.newts.config.port=9042
org.opennms.newts.config.read_consistency=ONE
org.opennms.newts.config.write_consistency=ANY
org.opennms.newts.config.resource_shard=604800
org.opennms.newts.config.ttl=31540000
org.opennms.newts.config.cache.priming.enable=true
org.opennms.newts.config.cache.priming.block_ms=60000
# The following settings must be tuned in production
org.opennms.newts.config.writer_threads=2
org.opennms.newts.config.ring_buffer_size=131072
org.opennms.newts.config.cache.max_entries=131072
org.opennms.newts.config.max-connections-per-host=8192
# The following must be a factor of the number of Cores on a Scylla node
org.opennms.newts.config.core-connections-per-host=2
org.opennms.newts.config.max-connections-per-host=2
- owner: root:root
permissions: '0750'
path: /etc/opennms-overlay/bootstrap.sh
content: |
#!/bin/bash
set -e
systemctl --now enable postgresql
sudo -u postgres createuser opennms
sudo -u postgres psql -c "ALTER USER postgres WITH PASSWORD 'postgres';"
sudo -u postgres psql -c "ALTER USER opennms WITH PASSWORD 'opennms';"
sed -r -i 's/password=""/password="postgres"/' /etc/opennms/opennms-datasources.xml
sed -r -i '/0.0.0.0:61616/s/([<][!]--|--[>])//g' /etc/opennms/opennms-activemq.xml
sed -r -i '/enabled="false"/{$!{N;s/ enabled="false"[>]\n(.*OpenNMS:Name=Syslogd.*)/>\n\1/}}' /etc/opennms/service-configuration.xml
rsync -avr /etc/opennms-overlay/ /etc/opennms/
echo 'JAVA_HEAP_SIZE=$ONMS_HEAP' > /etc/opennms/opennms.conf
/usr/share/opennms/bin/runjava -s
/usr/share/opennms/bin/fix-permissions
/usr/share/opennms/bin/install -dis
echo "Waiting for $SCYLLA_SEED..."
until echo -n > /dev/tcp/$SCYLLA_SEED/9042; do
printf '.'
sleep 5
done
systemctl --now enable opennms
- owner: root:root
permissions: '0400'
path: /etc/snmp/snmpd.conf
content: |
rocommunity public default
syslocation Azure
syscontact IT
dontLogTCPWrappersConnects yes
disk /
apt:
preserve_sources_list: true
sources:
opennms:
source: deb https://debian.opennms.org stable main
packages:
- snmp
- snmpd
- opennms
- opennms-webapp-hawtio
bootcmd:
- curl -s https://debian.opennms.org/OPENNMS-GPG-KEY | apt-key add -
runcmd:
- /etc/opennms-overlay/bootstrap.sh
The above installs the latest OpenJDK 11, the latest PostgreSQL, and the latest OpenNMS Horizon. I added the most basic configuration for PostgreSQL to work with authentication. The embedded ActiveMQ is enabled, as well as Syslogd.
Create an Ubuntu VM for OpenNMS:
envsubst < /tmp/opennms-template.yaml > opennms.yaml
az vm create --resource-group $RG_NAME --name $ONMS_VM_NAME \
--size $ONMS_VM_SIZE \
--image canonical:0001-com-ubuntu-server-focal:20_04-lts:latest \
--admin-username $USER \
--ssh-key-values ~/.ssh/id_rsa.pub \
--vnet-name $VNET_NAME \
--subnet $VNET_SUBNET_NAME \
--private-ip-address "$SUBNET_BASE.100" \
--public-ip-address-dns-name $ONMS_VM_NAME \
--public-ip-sku Standard \
--custom-data /tmp/opennms.yaml \
--tags Owner=$USER \
--output table
az vm open-port -g $RG_NAME -n $ONMS_VM_NAME \
--port 61616 --priority 100 -o table
az vm open-port -g $RG_NAME -n $ONMS_VM_NAME \
--port 8980 --priority 200 -o table
Keep in mind that the cloud-init
process starts once the VM is running, meaning you should wait about 5 minutes after the az vm create
is finished to see OpenNMS up and running.
In case there is a problem, SSH into the VM using the public IP and the provided credentials and check /var/log/cloud-init-output.log
to verify the progress and the status of the cloud-init execution.
You can SSH the Scylla VMs from the OpenNMS VM, as those don't have public IP addresses.
Work in progress (not verified).
This is an optional step, not required to use Scylla. Please note that its configuration requires listing all the nodes explicitly from the Scylla cluster, meaning if you're initializing more than 3, update scylla_servers.yml
accordingly.
Create a cloud-init script to deploy the Monitoring Stack in CentOS 8 with the following content and save it at /tmp/scylla-monitoring-template.yaml
:
#cloud-config
package_upgrade: false
write_files:
- owner: root:root
permissions: '0400'
path: /etc/snmp/snmpd.conf
content: |
rocommunity public default
syslocation Azure
syscontact IT
dontLogTCPWrappersConnects yes
disk /
- owner: root:root
permissions: '0644'
path: /etc/scylla-monitoring/scylla_manager_servers.example.yml
content: |
# List Scylla Manager end points
- targets:
- 127.0.0.1:56090
- owner: root:root
permissions: '0644'
path: /etc/scylla-monitoring/scylla_servers.yml
content: |
# ScyllaDB Statistics
- targets:
- $USER-scylla1:9180
- $USER-scylla2:9180
- $USER-scylla3:9180
labels:
cluster: $SCYLLA_CLUSTER_NAME
dc: $SCYLLA_DATACENTER
# Node Exporter
- targets:
- $USER-scylla1:9100
- $USER-scylla2:9100
- $USER-scylla3:9100
labels:
cluster: $SCYLLA_CLUSTER_NAME
dc: $SCYLLA_DATACENTER
- owner: root:root
permissions: '0750'
path: /etc/scylla-monitoring/bootstrap.sh
content: |
#!/bin/bash
set -e
if [ "$(id -u -n)" != "root" ]; then
echo "Error: you must run this script as root" >&2
exit 4 # According to LSB: 4 - user had insufficient privileges
fi
systemctl enable --now docker
usermod -aG docker $USER
if [ ! -e /opt/scylla-monitoring ]; then
git clone https://github.com/scylladb/scylla-monitoring.git /opt/scylla-monitoring
fi
src="/home/$USER/prometheus"
data="$src/data"
mkdir -p $data
cp -f /etc/scylla-monitoring/*.yml $src/
runuser -l $USER -c 'cd /opt/scylla-monitoring && ./start-all.sh -d $data'
packages:
- epel-release
- net-snmp
- net-snmp-utils
- git
runcmd:
- curl -s https://download.docker.com/linux/centos/docker-ce.repo > /etc/yum.repos.d/docker-ce.repo
- yum install -y docker-ce docker-ce-cli containerd.io
- /etc/scylla-monitoring/bootstrap.sh
Then,
envsubst < scylla-monitoring-template.yaml > scylla-monitoring.yaml
az vm create --resource-group $RG_NAME --name $SCYLLA_MON_VM_NAME \
--size $SCYLLA_MON_VM_SIZE \
--image OpenLogic:CentOS:8_4:latest \
--admin-username $USER \
--ssh-key-values ~/.ssh/id_rsa.pub \
--vnet-name $VNET_NAME \
--subnet $VNET_SUBNET_NAME \
--private-ip-address "$SUBNET_BASE.200" \
--public-ip-address-dns-name $SCYLLA_MON_VM_NAME \
--public-ip-sku Standard \
--custom-data /tmp/scylla-monitoring.yaml \
--tags Owner=$USER \
--output table
az vm open-port -g $RG_NAME -n $SCYLLA_MON_VM_NAME --port 3000 --priority 200 -o table
Even if Scylla offers a comprehensive monitoring stack based on Prometheus, and even if the JMX statistics available in Cassandra are unavailable in ScyllaDB, it worth checking the Scylla servers like regular ones with OpenNMS.
Wait until OpenNMS is up and running and then execute the following:
ONMS_FQDN="$ONMS_VM_NAME.$LOCATION.cloudapp.azure.com"
cat <<EOF >/tmp/OpenNMS.xml
<?xml version="1.0"?>
<model-import date-stamp="$(date +"%Y-%m-%dT%T.000Z")" foreign-source="OpenNMS">
EOF
for vm in $(az vm list -g $RG_NAME --query "[?contains(name,'$USER-')].name" -o tsv); do
ipaddr=$(az vm show -g $RG_NAME -n $vm -d --query privateIps -o tsv)
cat <<EOF >>/tmp/OpenNMS.xml
<node foreign-id="$vm" node-label="$vm">
<interface ip-addr="$ipaddr" status="1" snmp-primary="P"/>
</node>
EOF
done
cat <<EOF >>/tmp/OpenNMS.xml
</model-import>
EOF
curl -v -u admin:admin \
-H 'Content-Type: application/xml' -d @/tmp/OpenNMS.xml \
http://$ONMS_FQDN:8980/opennms/rest/requisitions
curl -v -u admin:admin -X PUT \
http://$ONMS_FQDN:8980/opennms/rest/requisitions/OpenNMS/import
Create the following cloud-init template to create a Minion (assuming the embedded ActiveMQ within OpenNMS is in place) and save it as /tmp/minion-template.yaml
:
#cloud-config
package_upgrade: true
write_files:
- owner: root:root
path: /tmp/org.opennms.minion.controller.cfg
content: |
location=$MINION_LOCATION
id=$MINION_ID
http-url=http://$ONMS_FQDN:8980/opennms
broker-url=failover:tcp://$ONMS_FQDN:61616
apt:
preserve_sources_list: true
sources:
opennms:
source: deb https://debian.opennms.org stable main
packages:
- opennms-minion
bootcmd:
- curl -s https://debian.opennms.org/OPENNMS-GPG-KEY | apt-key add -
runcmd:
- mv -f /tmp/org.opennms.minion.controller.cfg /etc/minion/
- sed -i -r 's/# export JAVA_MIN_MEM=.*/export JAVA_MIN_MEM="$MINION_HEAP_SIZE"/' /etc/default/minion
- sed -i -r 's/# export JAVA_MAX_MEM=.*/export JAVA_MAX_MEM="$MINION_HEAP_SIZE"/' /etc/default/minion
- /usr/share/minion/bin/scvcli set opennms.http admin admin
- /usr/share/minion/bin/scvcli set opennms.broker admin admin
- systemctl --now enable minion
Note the usage of environment variables within the YAML template. We will substitute them before creating the VM.
Then, create the runtime template:
export MINION_ID="minion01"
export MINION_LOCATION="Durham"
export MINION_HEAP_SIZE="1g"
export ONMS_FQDN="$ONMS_VM_NAME.$LOCATION.cloudapp.azure.com"
envsubst < /tmp/minion-template.yaml > /tmp/$MINION_ID.yaml
Then, start the new Minion via multipass
with one core and 2GB of RAM:
multipass launch -c 1 -m 2G -n $MINION_ID --cloud-init /tmp/$MINION_ID.yaml
When you're done, make sure to delete the cloud resources.
If you created the resource group for this exercise, you could remove all the resources with the following command:
az group delete -g $RG_NAME
If you're using an existing resource group that you cannot remove, make sure only to remove all the resources created in this tutorial. All of them should be easily identified as they will contain the username and the VM name as part of the resource name. The easiest way is to use the Azure Portal for this operation. Alternatively,
IDS=($(az resource list \
--resource-group $RG_NAME \
--query "[?contains(name,'$USER-') && type!='Microsoft.Compute/disks']".id \
--output tsv | tr '\n' ' '))
for id in "${IDS[@]}"; do
echo "Removing $id"
az resource delete --ids "$id" --verbose
done
DISKS=($(az resource list \
--resource-group $RG_NAME \
--query "[?contains(name,'$USER-') && type=='Microsoft.Compute/disks']".id \
--output tsv | tr '\n' ' '))
for id in "${DISKS[@]}"; do
echo "Removing $id"
az resource delete --ids "$id" --verbose
done
The reason to have two sets of deletion groups is that, by default, the list contains disks initially, which cannot be removed before the VMs. For this reason, we exclude the disks on the first set, and then we remove the disks.
Then clean the local resources:
multipass delete minion01
multipass purge