Features

Autoscale

Autoscaling is load balancing where the number of instances used to handle your traffic is automatically adapted to match the current traffic load. On Unikraft Cloud (UKC), scale out (the process of adding instances to cope with increased load) happens in milliseconds, so you can transparently and effortlessly handle load increase including traffic peaks. No more headaches due to slow autoscale like keeping hot instances around to deal with peaks, coming up with complex predictive algorithms, or other painful workarounds; you can just set autoscale on and let UKC handle your traffic increases and peaks.

The Basics

As with load balancing, autoscaling in UKC is handled via a service. Services allow you to load balance traffic for an Internet-facing service like a web server by creating multiple instances within the same service.

While you can add or remove instances to a service to scale your service, doing this manually makes it hard to react to changes in traffic load, and always keeping a large number of instances running just to cope with intermittent bursts would be wasteful and expensive; this is where autoscale comes into play.

With autoscale enabled, UKC takes care of the heavy lifting for you by continuously monitoring the load of your service and automatically creating or deleting instances as needed.

Setting up Autoscale

First, we'll use the kraft cloud deploy command to create an instance, in this example we'll use NGINX:

 
git clone https://github.com/unikraft-cloud/examples
cd examples/nginx/
kraft cloud deploy -p 443:8080 .

 
[●] Deployed successfully!
 │
 ├────────── name: nginx-4d7u3
 ├────────── uuid: 8fda2a70-6a32-4b5e-8900-4395b33d02d7
 ├───────── state: running
 ├─────────── url: https://small-leaf-rafirkw7.fra0.kraft.host
 ├───────── image: nginx@sha256:389bfa6be6455c92b61cfe429b50491373731dbdd8bd8dc79c08f985d6114758
 ├───── boot time: 20.36 ms
 ├──────── memory: 128 MiB
 ├─────── service: small-leaf-rafirkw7
 ├── private fqdn: nginx-4d7u3.internal
 ├──── private ip: 172.16.6.5
 └────────── args: /usr/bin/nginx -c /etc/nginx/nginx.conf

With this single kraft cloud deploy command we've accomplished 3 things:

1. Created an instance of NGINX which we will use as the autoscale master instance.
2. Created a service via the -p flag (named small-leaf-rafirkw7).
3. Attached the instance to the service (automatically done by the -p flag too).

All that's left to do now to set up autoscale is to set an autoscale configuration policy and to set our instance as master; UKC will then take care of cloning this master instance whenever load increases. To achieve this we'll use the kraft cloud scale command:

 
kraft cloud scale init small-leaf-rafirkw7 \
  --master nginx-4d7u3 \
  --min-size 1 \
  --max-size 8 \
  --warmup-time 1s \
  --cooldown-time 1s

kraft cloud scale add small-leaf-rafirkw7 \
  --name scale-out-policy \
  --metric cpu \
  --adjustment percent \
  --step 600:800/50 \
  --step 800:/100

kraft cloud scale add small-leaf-rafirkw7 \
  --name scale-in-policy \
  --metric cpu \
  --adjustment percent \
  --step :50/-50

Note the following:

• With the first command we set the master to the instance we created, and say that we want to scale up to a maximum of 8 instances and a minimum of 1; we also set the warm up and cool down time to 1 second each, so we're not constantly fluctuating up and down.
• With the second command we set the scale out policy based on CPU utilization
• (in millicores): between 60% and 80% utilization, increase by 50% of
• instances. From 80% onward, double the number of instances.
• With the third command we set the scale in policy: below 50% utilization, reduce the number of instances by half (note the - sign for scale in).

Testing it

To check it's working, you can use the kraft cloud scale get command to list the autoscale properties of the service:

 
kraft cloud scale get small-leaf-rafirkw7

You should see output similar to:

 
          uuid: 5ca059ec-a24a-41f2-8413-f09bc58730ca
          name: small-leaf-rafirkw7
       enabled: true
      min size: 0
      max size: 8
   warmup (ms): 1000
 cooldown (ms): 1000
        master: f840ac12-f485-4f02-9f33-6a0a7de46f1f
      policies: scale-out-policy;scale-in-policy

To list an individual policy, you can further use the kraft cloud scale get command as follows:

 
kraft cloud scale get --policy scale-out-policy small-leaf-rafirkw7

You should see output similar to:

 
adjustment_type: percent
enabled: true
metric: cpu
name: scale-out-policy
status: success
steps:
- adjustment: 50
  lower_bound: 600
  upper_bound: 800
- adjustment: 100
  lower_bound: 800
type: step

You can further check that the master instance is on standby, i.e., it has been scaled to 0 (assuming your service isn't receiving any traffic yet). You can get the UUID of your master instance from the kraft cloud scale get command above.

 
kraft cloud inst get f840ac12-f485-4f02-9f33-6a0a7de46f1f -o list

You should see output similar to:

 
          uuid: f840ac12-f485-4f02-9f33-6a0a7de46f1f
          name: nginx-9mbf2
          fqdn: restless-resonance-0oo7m7s8.fra0.kraft.host
    private ip: 172.16.6.4
         state: standby
    created at: 30 minutes ago
         image: nginx@sha256:d4325c1f1a472c511723148adc380d491029f4c98a2367fbeff628c6456d4180
        memory: 128 MiB
          args: /usr/bin/nginx -c /etc/nginx/nginx.conf
           env:
       volumes:
      service : 5ca059ec-a24a-41f2-8413-f09bc58730ca
     boot time: 19465us

Note the value of the state field. Now let's make sure the service is up:

Code
 
curl https://small-leaf-rafirkw7.fra0.kraft.host

You should get an immediate response, even though the instance was on standby. You can use the watch tool to see if you manage to see the instance change state from standby to running:

 
watch --color -n 0.5 kraft cloud instance list

Learn More

• The kraft cloud CLI reference, and in particular the scale sub-command
• Unikraft Cloud's REST API reference, and in particular the section on autoscale