250 likes | 389 Views
Syzygy. Community Epidemic Detection. Adam J. Oliner Naeim Semsarilar Alex Aiken. Goal. Detect bad behavior in homogenous software communities. ALERT!. Application. Homogenous Communities. Bad News Uniform Large. Homogenous Communities. Good News Uniform Large. Bigger is Better.
E N D
Syzygy Community Epidemic Detection Adam J. Oliner Naeim Semsarilar Alex Aiken
Goal Detect bad behavior in homogenous software communities ALERT! Application
Homogenous Communities • Bad News • Uniform • Large
Homogenous Communities • Good News • Uniform • Large Bigger is Better
Using the Community • More data • Rare data • Independent data • Heroes
Today’s Menu • Bigger is Better • Syzygy • What’s New • What’s Next
Syzygy • Model application • Report anomalies • Detect epidemic
Syzygy: Key Idea • Clients should behave independently • Correlated anomalies unlikely • … unless shared dependence (exploit) • Flag Day in Fargo
Model: Approach • Black box • Sequences of system calls • connect.gettimeofday.recv.gettimeofday.write.write • read.read.close.munmap.open.fcntl64
The Model The model of an application is the set of all sequences of six consecutive system calls it has made 1 - A.A.A.A.A.A A A A A A A A B 2 - A.A.A.A.A.B
Anomalies • Local violations of the model • New sequence • Rare
Detect Epidemic • Community event • Several local anomalies • Short window of time • Notify Vernier
What’s New • Integration with Vernier • Wild exploit • Wild experiment
Wild Exploit • Samba vulnerability • Buffer overflow in smbd • Execute remote shell • April 2003 Bugtraq advisory
Wild Experiment • Train on six Vernier nodes • Samba and Syzygy inside Linux VM • Workload generator • Monitor under workload • Release exploit into community
Experiment: Startup • [root@vernier3 vernier]# ./syzygy-server.py -p 5555 -n "shelves/samba.shelf" -m • Shelf 'shelves/samba.shelf' exists, resuming... • [1182536201.405299] VERNIER Server started on port 5555 in Monitoring mode. • [1182537150.093904] Client joined: 10.3.3.133:32770 • [1182537151.599924] Client joined: 10.3.3.134:32770 • [1182537153.184554] Client joined: 10.3.3.135:32770 • [1182537207.236289] Client joined: 10.3.3.137:32770 • [1182537208.789680] Client joined: 10.3.3.138:32770 • [1182537210.405664] Client joined: 10.3.3.139:32770
Experiment: Quiet Time • … • [1182537582.204169] Local Anomaly: 10.3.3.133:32770, geteuid32.write.geteuid32.write.close.select • [1182537653.921447] Local Anomaly: 10.3.3.133:32770, wait4.sigreturn.stat64.accept.fork.wait4 • [1182537653.922954] Local Anomaly: 10.3.3.133:32770, sigreturn.stat64.accept.fork.wait4.wait4 • [1182537731.022635] Local Anomaly: 10.3.3.133:32770, write.geteuid32.write.close.select.close • …
Experiment: Epidemic • [1182539016.398678] Local Anomaly: 10.3.3.134:32807, sigreturn.select.wait4.wait4.sigreturn.time • … • [1182539016.877422] Local Anomaly: 10.3.3.135:32807, select.wait4.wait4.sigreturn.time.accept • … • [1182539017.338386] Local Anomaly: 10.3.3.138:32805, write.geteuid32.write.geteuid32.write.socket • [1182539017.338450] Epidemic: ['10.3.3.138:32805', '10.3.3.135:32807', '10.3.3.134:32807']
What’s Next • Quantify false positives • Desired dependence • Multi-user deployment
Bigger is Better • More data • Rare data • Independent data • Heroes • Syzygy • Community epidemic detection • Correlated anomalies