Wednesday, October 3, 2018

Ryu measurement based control

ONOS measurement based control describes how real-time streaming telemetry can be used to automatically trigger SDN controller actions. The article uses DDoS mitigation as an example.

This article recreates the demonstration using the Ryu SDN framework and emulating a network using Mininet. Install both pieces of software on a Linux server or virtual machine in order to follow this example.

Start Ryu with the simple_switch_13 and applications loaded:
ryu-manager $RYU_APP/,$RYU_APP/
Note: The and scripts are part of a standard Ryu installation. The $RYU_APP variable has been set to point to the Ryu app directory.
This demonstration uses the sFlow-RT real-time analytics engine to process standard sFlow streaming telemetry from the network switches.

Download sFlow-RT:
tar -xvzf sflow-rt.tar.gz
Install the Mininet Dashboard application:
sflow-rt/ sflow-rt mininet-dashboard
The following script, ryu.js, implements the DDoS mitigation function described in the previous article:
var ryu = '';
var controls = {};


setEventHandler(function(evt) {
 // don't consider inter-switch links
 var link = topologyInterfaceToLink(evt.agent,evt.dataSource);
 if(link) return;

 // get port information
 var port = topologyInterfaceToPort(evt.agent,evt.dataSource);
 if(!port) return;

 // need OpenFlow info to create ONOS filtering rule
 if(!port.dpid || !port.ofport) return;

 // we already have a control for this flow
 if(controls[evt.flowKey]) return;

 var [ipdestination,udpsourceport] = evt.flowKey.split(',');
 var msg = {
  match: {

 var resp = http2({
  body: JSON.stringify(msg)

 controls[evt.flowKey] = {,

 logInfo("blocking " + evt.flowKey);

setIntervalHandler(function() {
 var now =;
 for(var key in controls) {
  let rec = controls[key];

  // keep control for at least 10 seconds
  if(now - rec.time < 10000) continue;
  // keep control if threshold still triggered
  if(thresholdTriggered(rec.threshold,rec.agent,rec.metric,key)) continue;

  var resp = http2({
   body: JSON.stringify(rec.msg)

  delete controls[key];

  logInfo("unblocking " + key);
Some notes on the script:
  1. The Ryu is used to add/remove filters that block the DDoS traffic
  2. The udp_reflection flow definition is designed to detect UDP amplification attacks, e.g. DNS amplification attacks
  3. Controls are applied to the switch port where traffic enters the network
  4. The controls structure is used to keep track of state associated with deployed configuration changes so that they can be undone
  5. The intervalHandler() function is used to automatically release controls after 10 seconds - the timeout is short for the purposes of demonstration, in practical deployments the timeout would be much measured in hours
  6. For simplicity, this script is missing the error handling needed for production use.
  7. See Writing Applications for more information.
Run the following command to start sFlow-RT and run the ryu.js script:
env "RTPROP=-Dscript.file=$PWD/ryu.js" sflow-rt/
We are going to use hping3 to simulate a DDoS attack, so install the software using the following command:
sudo apt install hping3
Next, start Mininet:
sudo mn --custom sflow-rt/extras/ --link tc,bw=10 --controller=remote,ip= --topo tree,depth=2,fanout=2
Generate normal traffic between hosts h1 and h3:
mininet> iperf h1 h3
The weathermap view shows the flow crossing the network from switch s2 to s3 via s1.
Generate an attack:
mininet> h1 hping3 --flood --udp -k -s 53 h3
The weathermap view verifies that the attack has been successfully blocked since none of the traffic is seen traversing the network.

The chart at the top of this article shows the iperf test followed by the simulated attack. The top chart shows the top flows entering the network, showing the DNS amplification attack traffic in blue. The middle chart shows traffic broken out by switch port. Here, the blue line shows the attack traffic arriving at switch s2 port s2-eth1 while the red line shows that only a small amount of traffic is forwarded to switch s3 port s3-eth3 before the attack is blocked at switch s2 by the controller.

Mininet with Ryu and sFlow-RT is a great way to rapidly develop and test SDN applications, avoiding the time and expense involved in setting up a physical network. The application is easily moved from the Mininet virtual network to a physical network since it is based on the same industry standard sFlow telemetry generated by physical switches. In this case, using commodity switch hardware to cost effectively detect and filter massive (100's of Gbit/s) DDoS attacks.

Note: Northbound Networks Zodiac GX is an inexpensive gigabit switch that provides a convenient way to transition from an emulated Mininet environment to a physical network handling real traffic.

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