1 package edu.uci.iotproject.detection;
3 import edu.uci.iotproject.analysis.TriggerTrafficExtractor;
4 import edu.uci.iotproject.analysis.UserAction;
5 import edu.uci.iotproject.io.PcapHandleReader;
6 import edu.uci.iotproject.util.PrintUtils;
7 import org.jgrapht.GraphPath;
8 import org.jgrapht.alg.shortestpath.DijkstraShortestPath;
9 import org.jgrapht.graph.DefaultWeightedEdge;
10 import org.jgrapht.graph.SimpleDirectedWeightedGraph;
11 import org.pcap4j.core.*;
13 import java.time.Duration;
14 import java.time.Instant;
15 import java.time.ZoneId;
16 import java.time.format.DateTimeFormatter;
17 import java.time.format.FormatStyle;
19 import java.util.function.Consumer;
20 import java.util.stream.Collectors;
23 * Detects an event signature that spans one or multiple TCP connections.
25 * @author Janus Varmarken {@literal <jvarmark@uci.edu>}
26 * @author Rahmadi Trimananda {@literal <rtrimana@uci.edu>}
28 public class SignatureDetector implements PacketListener, ClusterMatcher.ClusterMatchObserver {
31 public static void main(String[] args) throws PcapNativeException, NotOpenException {
32 if (args.length < 3) {
33 String errMsg = String.format("Usage: %s inputPcapFile onSignatureFile offSignatureFile",
34 SignatureDetector.class.getSimpleName());
35 System.out.println(errMsg);
38 final String inputPcapFile = args[0];
39 final String onSignatureFile = args[1];
40 final String offSignatureFile = args[2];
42 // String path = "/scratch/July-2018"; // Rahmadi
43 // String path = "/Users/varmarken/temp/UCI IoT Project/experiments"; // Janus
44 // String path = "/home/jvarmark/iot_project/datasets"; // Hera (server)
45 // String path = "/raid/varmarken/iot_project/datasets"; // Zeus (server)
48 //final String inputPcapFile = path + "/evaluation/no-activity/no-activity.wlan1.pcap";
50 // D-Link Siren experiment
51 // final String inputPcapFile = path + "/evaluation/dlink-siren/dlink-siren.data.wlan1.pcap";
52 // final String inputPcapFile = path + "/evaluation/dlink-siren/dlink-siren.eth0.local.pcap";
53 // D-Link Siren DEVICE signatures
54 // final String onSignatureFile = path + "/2018-08/dlink-siren/onSignature-DLink-Siren-device.sig";
55 // final String offSignatureFile = path + "/2018-08/dlink-siren/offSignature-DLink-Siren-device.sig";
56 // D-Link Siren PHONE signatures
57 // final String onSignatureFile = path + "/2018-08/dlink-siren/onSignature-DLink-Siren-phone.sig";
58 // final String offSignatureFile = path + "/2018-08/dlink-siren/offSignature-DLink-Siren-phone.sig";
59 // TODO: EXPERIMENT - November 19, 2018
60 // Hue Bulb experiment
61 // final String inputPcapFile = path + "/2018-08/hue-bulb/hue-bulb.wlan1.local.pcap";
62 // Hue Bulb PHONE signatures
63 // final String onSignatureFile = path + "/experimental_result/standalone/hue-bulb/signatures/hue-bulb-onSignature-phone-side.sig";
64 // final String offSignatureFile = path + "/experimental_result/standalone/hue-bulb/signatures/hue-bulb-offSignature-phone-side.sig";
67 // Kwikset Doorlock Sep 12 experiment
68 // final String inputPcapFile = path + "/evaluation/kwikset-doorlock/kwikset-doorlock.data.wlan1.pcap";
69 final String inputPcapFile = path + "/evaluation/kwikset-doorlock/kwikset-doorlock.data.eth0.pcap";
70 // // Kwikset Doorlock PHONE signatures
71 final String onSignatureFile = path + "/2018-08/kwikset-doorlock/onSignature-Kwikset-Doorlock-phone-new.sig";
72 final String offSignatureFile = path + "/2018-08/kwikset-doorlock/offSignature-Kwikset-Doorlock-phone-new.sig";
75 // D-Link Plug experiment
76 //final String inputPcapFile = path + "/evaluation/dlink/dlink-plug.data.wlan1.pcap";
77 // final String inputPcapFile = path + "/evaluation/dlink/dlink-plug.data.eth0.pcap";
79 // D-Link Plug DEVICE signatures
80 // final String onSignatureFile = path + "/2018-07/dlink/onSignature-DLink-Plug-device.sig";
81 // final String offSignatureFile = path + "/2018-07/dlink/offSignature-DLink-Plug-device.sig";
82 // D-Link Plug PHONE signatures
83 // final String onSignatureFile = path + "/2018-07/dlink/onSignature-DLink-Plug-phone.sig";
84 // final String offSignatureFile = path + "/2018-07/dlink/offSignature-DLink-Plug-phone.sig";
86 // TODO: The following are negative tests against the PCAP file from UNSW
87 // final String inputPcapFile = path + "/UNSW/16-09-28.pcap"; // TODO: Seems to be broken!
88 // final String inputPcapFile = path + "/UNSW/16-10-02.pcap"; // TODO: Seems to be broken!
89 // final String inputPcapFile = path + "/UNSW/16-10-03.pcap"; // TODO: Seems to be broken!
90 // final String inputPcapFile = path + "/UNSW/16-10-04.pcap"; // TODO: Seems to be broken!
91 // final String inputPcapFile = path + "/UNSW/16-10-07.pcap"; // TODO: Seems to be broken!
92 // final String inputPcapFile = path + "/UNSW/16-10-08.pcap"; // TODO: Seems to be broken!
93 // final String inputPcapFile = path + "/UNSW/16-10-09.pcap"; // TODO: Seems to be broken!
94 // final String inputPcapFile = path + "/UNSW/16-10-10.pcap"; // TODO: Seems to be broken!
95 // final String inputPcapFile = path + "/UNSW/16-10-11.pcap"; // TODO: Seems to be broken!
97 // final String inputPcapFile = path + "/UNSW/16-09-23.pcap";
98 // final String inputPcapFile = path + "/UNSW/16-09-24.pcap";
99 // final String inputPcapFile = path + "/UNSW/16-09-25.pcap";
100 // final String inputPcapFile = path + "/UNSW/16-09-26.pcap";
101 // final String inputPcapFile = path + "/UNSW/16-09-27.pcap";
102 // final String inputPcapFile = path + "/UNSW/16-09-29.pcap";
103 // final String inputPcapFile = path + "/UNSW/16-10-01.pcap";
104 // final String inputPcapFile = path + "/UNSW/16-10-06.pcap";
105 // Negative test: dataset from UNB
106 // final String inputPcapFile = path + "/evaluation/negative-datasets/UNB/Monday-WorkingHours_one-local-endpoint.pcap";
108 // TODO: The following one is very long!!!
109 // final String inputPcapFile = path + "/UNSW/16-10-12.pcap";
111 // TODO: The following are tests for signatures against training data
113 // D-Link Plug experiment
114 // final String inputPcapFile = path + "/training/dlink-plug/wlan1/dlink-plug.wlan1.local.pcap";
115 // D-Link Plug DEVICE signatures
116 // final String onSignatureFile = path + "/training/dlink-plug/signatures/dlink-plug-onSignature-device-side.sig";
117 // final String offSignatureFile = path + "/training/dlink-plug/signatures/dlink-plug-offSignature-device-side.sig";
118 // D-Link Plug PHONE signatures
119 // final String onSignatureFile = path + "/training/dlink-plug/signatures/dlink-plug-onSignature-phone-side.sig";
120 // final String offSignatureFile = path + "/training/dlink-plug/signatures/dlink-plug-offSignature-phone-side.sig";
122 // TODO: EXPERIMENT - November 7, 2018
123 // D-Link Plug experiment
124 //final String inputPcapFile = path + "/experimental_result/standalone/dlink-plug/wlan1/dlink-plug.wlan1.local.pcap";
125 //final String inputPcapFile = path + "/experimental_result/smarthome/dlink-plug/wlan1/dlink-plug.wlan1.detection.pcap";
126 //final String inputPcapFile = path + "/experimental_result/smarthome/dlink-plug/eth0/dlink-plug.eth0.detection.pcap";
127 // D-Link Plug DEVICE signatures
128 // final String onSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-onSignature-device-side.sig";
129 // final String offSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-offSignature-device-side.sig";
130 // D-Link Plug PHONE signatures
131 //final String onSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-onSignature-phone-side.sig";
132 //final String offSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-offSignature-phone-side.sig";
134 // TODO: EXPERIMENT - November 9, 2018
135 // D-Link Siren experiment
136 //final String inputPcapFile = path + "/experimental_result/standalone/dlink-siren/wlan1/dlink-siren.wlan1.local.pcap";
137 //final String inputPcapFile = path + "/experimental_result/smarthome/dlink-siren/wlan1/dlink-siren.wlan1.detection.pcap";
138 // final String inputPcapFile = path + "/experimental_result/smarthome/dlink-siren/eth0/dlink-siren.eth0.detection.pcap";
139 // D-Link Siren DEVICE signatures
140 // TODO: The device signature does not have pairs---only one packet which is 216, so we don't consider this as a signature
141 // final String onSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-onSignature-device-side.sig";
142 // final String offSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-offSignature-device-side.sig";
143 // D-Link Siren PHONE signatures
144 // final String onSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-onSignature-phone-side.sig";
145 // final String offSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-offSignature-phone-side.sig";
146 // final String onSignatureFile = path + "/training/signatures/dlink-siren/dlink-siren-onSignature-phone-side.sig";
147 // final String offSignatureFile = path + "/training/signatures/dlink-siren/dlink-siren-offSignature-phone-side.sig";
149 // TP-Link Plug experiment
150 //final String inputPcapFile = path + "/training/tplink-plug/wlan1/tplink-plug.wlan1.local.pcap";
151 // TP-Link Plug DEVICE signatures
152 //final String onSignatureFile = path + "/training/tplink-plug/signatures/tplink-plug-onSignature-device-side.sig";
153 //final String offSignatureFile = path + "/training/tplink-plug/signatures/tplink-plug-offSignature-device-side.sig";
154 // TODO: EXPERIMENT - November 8, 2018
155 // TP-Link Plug experiment
156 // final String inputPcapFile = path + "/experimental_result/standalone/tplink-plug/wlan1/tplink-plug.wlan1.local.pcap";
157 // final String inputPcapFile = path + "/experimental_result/standalone/tplink-plug/eth0/tplink-plug.eth0.local.pcap";
158 // final String inputPcapFile = path + "/experimental_result/smarthome/tplink-plug/wlan1/tplink-plug.wlan1.detection.pcap";
159 //final String inputPcapFile = path + "/experimental_result/smarthome/tplink-plug/eth0/tplink-plug.eth0.detection.pcap";
160 // TP-Link Plug DEVICE signatures
161 // final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-device-side.sig";
162 // final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-device-side.sig";
163 // final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-device-side-outbound.sig";
164 // final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-device-side-outbound.sig";
165 // TP-Link Plug PHONE signatures
166 // final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-phone-side.sig";
167 // final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-phone-side.sig";
169 // Arlo camera experiment
170 // final String inputPcapFile = path + "/training/arlo-camera/wlan1/arlo-camera.wlan1.local.pcap";
171 //// // TP-Link Plug DEVICE signatures
172 // final String onSignatureFile = path + "/training/arlo-camera/signatures/arlo-camera-onSignature-phone-side.sig";
173 // final String offSignatureFile = path + "/training/arlo-camera/signatures/arlo-camera-offSignature-phone-side.sig";
174 // TODO: EXPERIMENT - November 13, 2018
175 // Arlo Camera experiment
176 // final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/wlan1/arlo-camera.wlan1.local.pcap";
177 // final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/eth0/arlo-camera.eth0.local.pcap";
178 // final String inputPcapFile = path + "/experimental_result/smarthome/arlo-camera/wlan1/arlo-camera.wlan1.detection.pcap";
179 // final String inputPcapFile = path + "/experimental_result/smarthome/arlo-camera/eth0/arlo-camera.eth0.detection.pcap";
180 // final String inputPcapFile = path + "/training/arlo-camera/eth0/arlo-camera.eth0.local.pcap";
181 // Arlo Camera PHONE signatures
182 // final String onSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-onSignature-phone-side.sig";
183 // final String offSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-offSignature-phone-side.sig";
185 // Amazon Alexa experiment
186 // final String inputPcapFile = path + "/training/amazon-alexa/wlan1/alexa2.wlan1.local.pcap";
187 // // TP-Link Plug DEVICE signatures
188 // final String onSignatureFile = path + "/training/amazon-alexa/signatures/amazon-alexa-onSignature-device-side.sig";
189 // final String offSignatureFile = path + "/training/amazon-alexa/signatures/amazon-alexa-offSignature-device-side.sig";
191 // SmartThings Plug experiment
192 // final String inputPcapFile = path + "/training/st-plug/wlan1/st-plug.wlan1.local.pcap";
193 // // SmartThings Plug DEVICE signatures
194 // //final String onSignatureFile = path + "/training/st-plug/signatures/st-plug-onSignature-device-side.sig";
195 // //final String offSignatureFile = path + "/training/st-plug/signatures/st-plug-offSignature-device-side.sig";
196 // // SmartThings Plug PHONE signatures
197 // final String onSignatureFile = path + "/training/st-plug/signatures/st-plug-onSignature-phone-side.sig";
198 // final String offSignatureFile = path + "/training/st-plug/signatures/st-plug-offSignature-phone-side.sig";
199 // TODO: EXPERIMENT - November 12, 2018
200 // SmartThings Plug experiment
201 // final String inputPcapFile = path + "/experimental_result/standalone/st-plug/wlan1/st-plug.wlan1.local.pcap";
202 // final String inputPcapFile = path + "/experimental_result/standalone/st-plug/eth0/st-plug.eth0.local.pcap";
203 // //final String inputPcapFile = path + "/experimental_result/smarthome/st-plug/wlan1/st-plug.wlan1.detection.pcap";
204 // final String inputPcapFile = path + "/experimental_result/smarthome/st-plug/eth0/st-plug.eth0.detection.pcap";
205 // // SmartThings Plug PHONE signatures
206 // final String onSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-onSignature-phone-side.sig";
207 // final String offSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-offSignature-phone-side.sig";
208 // final String onSignatureFile = path + "/training/signatures/st-plug/st-plug-onSignature-phone-side.sig";
209 // final String offSignatureFile = path + "/training/signatures/st-plug/st-plug-offSignature-phone-side.sig";
211 // LiFX Bulb experiment
212 // final String inputPcapFile = path + "/training/lifx-bulb/wlan1/lifx-bulb.wlan1.local.pcap";
213 // // LiFX Bulb DEVICE signatures
214 // final String onSignatureFile = path + "/training/lifx-bulb/signatures/lifx-bulb-onSignature-device-side.sig";
215 // final String offSignatureFile = path + "/training/lifx-bulb/signatures/lifx-bulb-offSignature-device-side.sig";
216 // LiFX Bulb PHONE signatures
217 // final String onSignatureFile = path + "/training/lifx-bulb/signatures/lifx-bulb-onSignature-phone-side.sig";
218 // final String offSignatureFile = path + "/training/lifx-bulb/signatures/lifx-bulb-offSignature-phone-side.sig";
222 // Blossom Sprinkler experiment
223 //final String inputPcapFile = path + "/training/blossom-sprinkler/wlan1/blossom-sprinkler.wlan1.local.pcap";
224 final String inputPcapFile = path + "/training/blossom-sprinkler/eth0/blossom-sprinkler.eth0.local.pcap";
225 // Blossom Sprinkler DEVICE signatures
226 final String onSignatureFile = path + "/training/blossom-sprinkler/signatures/blossom-sprinkler-onSignature-device-side.sig";
227 final String offSignatureFile = path + "/training/blossom-sprinkler/signatures/blossom-sprinkler-offSignature-device-side.sig";
230 // Nest Thermostat experiment
231 // final String inputPcapFile = path + "/training/nest-thermostat/wlan1/nest-thermostat.wlan1.local.pcap";
232 // // Nest Thermostat DEVICE signatures
233 //// final String onSignatureFile = path + "/training/nest-thermostat/signatures/nest-thermostat-onSignature-device-side.sig";
234 //// final String offSignatureFile = path + "/training/nest-thermostat/signatures/nest-thermostat-offSignature-device-side.sig";
235 // // Nest Thermostat PHONE signatures
236 // final String onSignatureFile = path + "/training/nest-thermostat/signatures/nest-thermostat-onSignature-phone-side.sig";
237 // final String offSignatureFile = path + "/training/nest-thermostat/signatures/nest-thermostat-offSignature-phone-side.sig";
238 // TODO: EXPERIMENT - November 15, 2018
239 // Nest Thermostat experiment
240 // final String inputPcapFile = path + "/experimental_result/standalone/nest-thermostat/wlan1/nest-thermostat.wlan1.local.pcap";
241 //// final String inputPcapFile = path + "/experimental_result/standalone/nest-thermostat/eth0/nest-thermostat.eth0.local.pcap";
242 //// final String inputPcapFile = path + "/experimental_result/smarthome/nest-thermostat/wlan1/nest-thermostat.wlan1.detection.pcap";
243 // final String inputPcapFile = path + "/experimental_result/smarthome/nest-thermostat/eth0/nest-thermostat.eth0.detection.pcap";
244 //// // Nest Thermostat PHONE signatures
245 // final String onSignatureFile = path + "/experimental_result/standalone/nest-thermostat/signatures/nest-thermostat-onSignature-phone-side.sig";
246 // final String offSignatureFile = path + "/experimental_result/standalone/nest-thermostat/signatures/nest-thermostat-offSignature-phone-side.sig";
249 // Hue Bulb experiment
250 final String inputPcapFile = path + "/training/hue-bulb/wlan1/hue-bulb.wlan1.local.pcap";
251 // Hue Bulb PHONE signatures
252 final String onSignatureFile = path + "/training/hue-bulb/signatures/hue-bulb-onSignature-phone-side.sig";
253 final String offSignatureFile = path + "/training/hue-bulb/signatures/hue-bulb-offSignature-phone-side.sig";
257 // TP-Link Bulb experiment
258 // final String inputPcapFile = path + "/training/tplink-bulb/wlan1/tplink-bulb.wlan1.local.pcap";
259 // // TP-Link Bulb PHONE signatures
260 // final String onSignatureFile = path + "/training/tplink-bulb/signatures/tplink-bulb-onSignature-phone-side.sig";
261 // final String offSignatureFile = path + "/training/tplink-bulb/signatures/tplink-bulb-offSignature-phone-side.sig";
262 // TODO: EXPERIMENT - November 16, 2018
263 // TP-Link Bulb experiment
264 // final String inputPcapFile = path + "/experimental_result/standalone/tplink-bulb/wlan1/tplink-bulb.wlan1.local.pcap";
265 // final String inputPcapFile = path + "/experimental_result/standalone/tplink-bulb/eth0/tplink-bulb.eth0.local.pcap";
266 // final String inputPcapFile = path + "/experimental_result/smarthome/tplink-bulb/wlan1/tplink-bulb.wlan1.detection.pcap";
267 //// final String inputPcapFile = path + "/experimental_result/smarthome/tplink-bulb/eth0/tplink-bulb.eth0.detection.pcap";
268 // // TP-Link Bulb PHONE signatures
269 // final String onSignatureFile = path + "/experimental_result/standalone/tplink-bulb/signatures/tplink-bulb-onSignature-phone-side.sig";
270 // final String offSignatureFile = path + "/experimental_result/standalone/tplink-bulb/signatures/tplink-bulb-offSignature-phone-side.sig";
273 // WeMo Plug experiment
274 final String inputPcapFile = path + "/training/wemo-plug/wlan1/wemo-plug.wlan1.local.pcap";
275 // WeMo Plug PHONE signatures
276 final String onSignatureFile = path + "/training/wemo-plug/signatures/wemo-plug-onSignature-device-side.sig";
277 final String offSignatureFile = path + "/training/wemo-plug/signatures/wemo-plug-offSignature-device-side.sig";
279 // TODO: EXPERIMENT - November 20, 2018
280 // WeMo Plug experiment
281 // final String inputPcapFile = path + "/experimental_result/standalone/wemo-plug/wlan1/wemo-plug.wlan1.local.pcap";
282 // final String inputPcapFile = path + "/experimental_result/standalone/wemo-plug/eth0/wemo-plug.eth0.local.pcap";
283 // TODO: WE HAVE 4 ADDITIONAL EVENTS (TRIGGERED MANUALLY), SO WE JUST IGNORE THEM BECAUSE THEY HAPPENED BEFORE
284 // TODO: THE ACTUAL TRIGGERS
285 // final String inputPcapFile = path + "/experimental_result/smarthome/wemo-plug/wlan1/wemo-plug.wlan1.detection.pcap";
286 //// final String inputPcapFile = path + "/experimental_result/smarthome/wemo-plug/eth0/wemo-plug.eth0.detection.pcap";
287 // // WeMo Plug PHONE signatures
288 // final String onSignatureFile = path + "/experimental_result/standalone/wemo-plug/signatures/wemo-plug-onSignature-phone-side.sig";
289 // final String offSignatureFile = path + "/experimental_result/standalone/wemo-plug/signatures/wemo-plug-offSignature-phone-side.sig";
292 // WeMo Insight Plug experiment
293 final String inputPcapFile = path + "/training/wemo-insight-plug/wlan1/wemo-insight-plug.wlan1.local.pcap";
294 // WeMo Insight Plug PHONE signatures
295 final String onSignatureFile = path + "/training/wemo-insight-plug/signatures/wemo-insight-plug-onSignature-device-side.sig";
296 final String offSignatureFile = path + "/training/wemo-insight-plug/signatures/wemo-insight-plug-offSignature-device-side.sig";
298 // TODO: EXPERIMENT - November 21, 2018
299 // WeMo Insight Plug experiment
300 // final String inputPcapFile = path + "/experimental_result/standalone/wemo-insight-plug/wlan1/wemo-insight-plug.wlan1.local.pcap";
301 // final String inputPcapFile = path + "/experimental_result/standalone/wemo-insight-plug/eth0/wemo-insight-plug.eth0.local.pcap";
302 // TODO: WE HAVE 1 ADDITIONAL EVENT (FROM WEMO PLUG)
303 // final String inputPcapFile = path + "/experimental_result/smarthome/wemo-insight-plug/wlan1/wemo-insight-plug.wlan1.detection.pcap";
304 // final String inputPcapFile = path + "/experimental_result/smarthome/wemo-insight-plug/eth0/wemo-insight-plug.eth0.detection.pcap";
305 // WeMo Insight Plug PHONE signatures
306 // final String onSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-onSignature-phone-side.sig";
307 // final String offSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-offSignature-phone-side.sig";
310 // Kwikset Doorlock Sep 12 experiment
311 // final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.wlan1.local.pcap";
312 // // Kwikset Doorlock PHONE signatures
313 // final String onSignatureFile = path + "/2018-08/kwikset-doorlock/onSignature-Kwikset-Doorlock-phone.sig";
314 // final String offSignatureFile = path + "/2018-08/kwikset-doorlock/offSignature-Kwikset-Doorlock-phone.sig";
315 // TODO: EXPERIMENT - November 10, 2018
316 // Kwikset Door lock experiment
317 // final String inputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/wlan1/kwikset-doorlock.wlan1.local.pcap";
318 // //final String inputPcapFile = path + "/experimental_result/smarthome/kwikset-doorlock/wlan1/kwikset-doorlock.wlan1.detection.pcap";
319 // final String inputPcapFile = path + "/experimental_result/smarthome/kwikset-doorlock/eth0/kwikset-doorlock.eth0.detection.pcap";
320 //// // Kwikset Door lock PHONE signatures
321 // final String onSignatureFile = path + "/experimental_result/standalone/kwikset-doorlock/signatures/kwikset-doorlock-onSignature-phone-side.sig";
322 // final String offSignatureFile = path + "/experimental_result/standalone/kwikset-doorlock/signatures/kwikset-doorlock-offSignature-phone-side.sig";
323 // final String onSignatureFile = path + "/training/signatures/kwikset-doorlock/kwikset-doorlock-onSignature-phone-side.sig";
324 // final String offSignatureFile = path + "/training/signatures/kwikset-doorlock/kwikset-doorlock-offSignature-phone-side.sig";
328 // D-Link Siren experiment
329 // final String inputPcapFile = path + "/2018-08/dlink-siren/dlink-siren.wlan1.local.pcap";
330 // D-Link Siren DEVICE signatures
331 //final String onSignatureFile = path + "/2018-08/dlink-siren/onSignature-DLink-Siren-device.sig";
332 //final String offSignatureFile = path + "/2018-08/dlink-siren/offSignature-DLink-Siren-device.sig";
333 // D-Link Siren PHONE signatures
334 // final String onSignatureFile = path + "/2018-08/dlink-siren/onSignature-DLink-Siren-phone.sig";
335 // final String offSignatureFile = path + "/2018-08/dlink-siren/offSignature-DLink-Siren-phone.sig";
338 // Output file names used (to make it easy to catch if one forgets to change them)
339 System.out.println("ON signature file in use is " + onSignatureFile);
340 System.out.println("OFF signature file in use is " + offSignatureFile);
341 System.out.println("PCAP file that is the target of detection is " + inputPcapFile);
343 List<List<List<PcapPacket>>> onSignature = PrintUtils.deserializeSignatureFromFile(onSignatureFile);
344 List<List<List<PcapPacket>>> offSignature = PrintUtils.deserializeSignatureFromFile(offSignatureFile);
347 SignatureDetector onDetector = new SignatureDetector(onSignature, null);
348 SignatureDetector offDetector = new SignatureDetector(offSignature, null);
350 // SignatureDetector onDetector = new SignatureDetector(onSignature, "128.195.205.105");
351 // SignatureDetector offDetector = new SignatureDetector(offSignature, "128.195.205.105");
353 final DateTimeFormatter dateTimeFormatter = DateTimeFormatter.ofLocalizedDateTime(FormatStyle.MEDIUM).
354 withLocale(Locale.US).withZone(ZoneId.of("America/Los_Angeles"));
356 // Outputs information about a detected event to std.out
357 final Consumer<UserAction> outputter = ua -> {
358 String eventDescription;
359 switch (ua.getType()) {
361 eventDescription = "ON";
364 eventDescription = "OFF";
367 throw new AssertionError("unhandled event type");
369 //String output = String.format("[ !!! %s SIGNATURE DETECTED at %s !!! ]",
370 // eventDescription, dateTimeFormatter.format(ua.getTimestamp()));
371 String output = String.format("%s",
372 dateTimeFormatter.format(ua.getTimestamp()));
373 System.out.println(output);
376 // Let's create observers that construct a UserAction representing the detected event.
377 final List<UserAction> detectedEvents = new ArrayList<>();
378 onDetector.addObserver((searched, match) -> {
379 PcapPacket firstPkt = match.get(0).get(0);
380 detectedEvents.add(new UserAction(UserAction.Type.TOGGLE_ON, firstPkt.getTimestamp()));
382 offDetector.addObserver((searched, match) -> {
383 PcapPacket firstPkt = match.get(0).get(0);
384 detectedEvents.add(new UserAction(UserAction.Type.TOGGLE_OFF, firstPkt.getTimestamp()));
389 handle = Pcaps.openOffline(inputPcapFile, PcapHandle.TimestampPrecision.NANO);
390 } catch (PcapNativeException pne) {
391 handle = Pcaps.openOffline(inputPcapFile);
393 PcapHandleReader reader = new PcapHandleReader(handle, p -> true, onDetector, offDetector);
394 reader.readFromHandle();
396 // TODO: need a better way of triggering detection than this...
397 onDetector.mClusterMatchers.forEach(cm -> cm.performDetection());
398 offDetector.mClusterMatchers.forEach(cm -> cm.performDetection());
400 // Sort the list of detected events by timestamp to make it easier to compare it line-by-line with the trigger
402 Collections.sort(detectedEvents, Comparator.comparing(UserAction::getTimestamp));
404 // Output the detected events
405 detectedEvents.forEach(outputter);
407 System.out.println("Number of detected events of type " + UserAction.Type.TOGGLE_ON + ": " +
408 detectedEvents.stream().filter(ua -> ua.getType() == UserAction.Type.TOGGLE_ON).count());
409 System.out.println("Number of detected events of type " + UserAction.Type.TOGGLE_OFF + ": " +
410 detectedEvents.stream().filter(ua -> ua.getType() == UserAction.Type.TOGGLE_OFF).count());
413 // TODO: Temporary clean up until we clean the pipeline
414 // List<UserAction> cleanedDetectedEvents = SignatureDetector.removeDuplicates(detectedEvents);
415 // cleanedDetectedEvents.forEach(outputter);
419 * The signature that this {@link SignatureDetector} is searching for.
421 private final List<List<List<PcapPacket>>> mSignature;
424 * The {@link ClusterMatcher}s in charge of detecting each individual sequence of packets that together make up the
427 private final List<ClusterMatcher> mClusterMatchers;
430 * For each {@code i} ({@code i >= 0 && i < pendingMatches.length}), {@code pendingMatches[i]} holds the matches
431 * found by the {@link ClusterMatcher} at {@code mClusterMatchers.get(i)} that have yet to be "consumed", i.e.,
432 * have yet to be included in a signature detected by this {@link SignatureDetector} (a signature can be encompassed
433 * of multiple packet sequences occurring shortly after one another on multiple connections).
435 private final List<List<PcapPacket>>[] pendingMatches;
438 * Maps a {@link ClusterMatcher} to its corresponding index in {@link #pendingMatches}.
440 private final Map<ClusterMatcher, Integer> mClusterMatcherIds;
442 private final List<SignatureDetectionObserver> mObservers = new ArrayList<>();
445 * Remove duplicates in {@code List} of {@code UserAction} objects. We need to clean this up for user actions
446 * that appear multiple times.
447 * TODO: This static method is probably just for temporary and we could get rid of this after we clean up
450 * @param listUserAction A {@link List} of {@code UserAction}.
453 public static List<UserAction> removeDuplicates(List<UserAction> listUserAction) {
455 // Iterate and check for duplicates (check timestamps)
456 Set<Long> epochSecondSet = new HashSet<>();
457 // Create a target list for cleaned up list
458 List<UserAction> listUserActionClean = new ArrayList<>();
459 for(UserAction userAction : listUserAction) {
460 // Don't insert if any duplicate is found
461 if(!epochSecondSet.contains(userAction.getTimestamp().getEpochSecond())) {
462 listUserActionClean.add(userAction);
463 epochSecondSet.add(userAction.getTimestamp().getEpochSecond());
466 return listUserActionClean;
469 public SignatureDetector(List<List<List<PcapPacket>>> searchedSignature, String routerWanIp) {
470 // note: doesn't protect inner lists from changes :'(
471 mSignature = Collections.unmodifiableList(searchedSignature);
472 // Generate corresponding/appropriate ClusterMatchers based on the provided signature
473 List<ClusterMatcher> clusterMatchers = new ArrayList<>();
474 for (List<List<PcapPacket>> cluster : mSignature) {
475 clusterMatchers.add(new ClusterMatcher(cluster, routerWanIp, this));
477 mClusterMatchers = Collections.unmodifiableList(clusterMatchers);
480 pendingMatches = new List[mClusterMatchers.size()];
481 for (int i = 0; i < pendingMatches.length; i++) {
482 pendingMatches[i] = new ArrayList<>();
484 Map<ClusterMatcher, Integer> clusterMatcherIds = new HashMap<>();
485 for (int i = 0; i < mClusterMatchers.size(); i++) {
486 clusterMatcherIds.put(mClusterMatchers.get(i), i);
488 mClusterMatcherIds = Collections.unmodifiableMap(clusterMatcherIds);
491 public void addObserver(SignatureDetectionObserver observer) {
492 mObservers.add(observer);
495 public boolean removeObserver(SignatureDetectionObserver observer) {
496 return mObservers.remove(observer);
500 public void gotPacket(PcapPacket packet) {
501 // simply delegate packet reception to all ClusterMatchers.
502 mClusterMatchers.forEach(cm -> cm.gotPacket(packet));
506 public void onMatch(ClusterMatcher clusterMatcher, List<PcapPacket> match) {
507 // Add the match at the corresponding index
508 pendingMatches[mClusterMatcherIds.get(clusterMatcher)].add(match);
509 checkSignatureMatch();
512 private void checkSignatureMatch() {
513 // << Graph-based approach using Balint's idea. >>
514 // This implementation assumes that the packets in the inner lists (the sequences) are ordered by asc timestamp.
516 // There cannot be a signature match until each ClusterMatcher has found a match of its respective sequence.
517 if (Arrays.stream(pendingMatches).noneMatch(l -> l.isEmpty())) {
519 final SimpleDirectedWeightedGraph<Vertex, DefaultWeightedEdge> graph =
520 new SimpleDirectedWeightedGraph<>(DefaultWeightedEdge.class);
521 // Add a vertex for each match found by all ClusterMatchers
522 // And maintain an array to keep track of what cluster matcher each vertex corresponds to
523 final List<Vertex>[] vertices = new List[pendingMatches.length];
524 for (int i = 0; i < pendingMatches.length; i++) {
525 vertices[i] = new ArrayList<>();
526 for (List<PcapPacket> sequence : pendingMatches[i]) {
527 Vertex v = new Vertex(sequence);
528 vertices[i].add(v); // retain reference for later when we are to add edges
529 graph.addVertex(v); // add to vertex to graph
532 // Add dummy source and sink vertices to facilitate search.
533 final Vertex source = new Vertex(null);
534 final Vertex sink = new Vertex(null);
535 graph.addVertex(source);
536 graph.addVertex(sink);
537 // The source is connected to all vertices that wrap the sequences detected by ClusterMatcher at index 0.
538 // Note: zero cost edges as this is just a dummy link to facilitate search from a common start node.
539 for (Vertex v : vertices[0]) {
540 DefaultWeightedEdge edge = graph.addEdge(source, v);
541 graph.setEdgeWeight(edge, 0.0);
543 // Similarly, all vertices that wrap the sequences detected by the last ClusterMatcher of the signature
544 // are connected to the sink node.
545 for (Vertex v : vertices[vertices.length-1]) {
546 DefaultWeightedEdge edge = graph.addEdge(v, sink);
547 graph.setEdgeWeight(edge, 0.0);
549 // Now link sequences detected by ClusterMatcher at index i to sequences detected by ClusterMatcher at index
550 // i+1 if they obey the timestamp constraint (i.e., that the latter is later in time than the former).
551 for (int i = 0; i < vertices.length; i++) {
553 if (j < vertices.length) {
554 for (Vertex iv : vertices[i]) {
555 PcapPacket ivLast = iv.sequence.get(iv.sequence.size()-1);
556 for (Vertex jv : vertices[j]) {
557 PcapPacket jvFirst = jv.sequence.get(jv.sequence.size()-1);
558 if (ivLast.getTimestamp().isBefore(jvFirst.getTimestamp())) {
559 DefaultWeightedEdge edge = graph.addEdge(iv, jv);
560 // The weight is the duration of the i'th sequence plus the duration between the i'th
561 // and i+1'th sequence.
562 Duration d = Duration.
563 between(iv.sequence.get(0).getTimestamp(), jvFirst.getTimestamp());
564 // Unfortunately weights are double values, so must convert from long to double.
565 // TODO: need nano second precision? If so, use d.toNanos().
566 // TODO: risk of overflow when converting from long to double..?
567 graph.setEdgeWeight(edge, Long.valueOf(d.toMillis()).doubleValue());
569 // Alternative version if we cannot assume that sequences are ordered by timestamp:
570 // if (iv.sequence.stream().max(Comparator.comparing(PcapPacket::getTimestamp)).get()
571 // .getTimestamp().isBefore(jv.sequence.stream().min(
572 // Comparator.comparing(PcapPacket::getTimestamp)).get().getTimestamp())) {
579 // Graph construction complete, run shortest-path to find a (potential) signature match.
580 DijkstraShortestPath<Vertex, DefaultWeightedEdge> dijkstra = new DijkstraShortestPath<>(graph);
581 GraphPath<Vertex, DefaultWeightedEdge> shortestPath = dijkstra.getPath(source, sink);
582 if (shortestPath != null) {
583 // The total weight is the duration between the first packet of the first sequence and the last packet
584 // of the last sequence, so we simply have to compare the weight against the timeframe that we allow
585 // the signature to span. For now we just use the inclusion window we defined for training purposes.
586 // Note however, that we must convert back from double to long as the weight is stored as a double in
588 if (((long)shortestPath.getWeight()) < TriggerTrafficExtractor.INCLUSION_WINDOW_MILLIS) {
589 // There's a signature match!
590 // Extract the match from the vertices
591 List<List<PcapPacket>> signatureMatch = new ArrayList<>();
592 for(Vertex v : shortestPath.getVertexList()) {
593 if (v == source || v == sink) {
594 // Skip the dummy source and sink nodes.
597 signatureMatch.add(v.sequence);
598 // As there is a one-to-one correspondence between vertices[] and pendingMatches[], we know that
599 // the sequence we've "consumed" for index i of the matched signature is also at index i in
600 // pendingMatches. We must remove it from pendingMatches so that we don't use it to construct
601 // another signature match in a later call.
602 pendingMatches[signatureMatch.size()-1].remove(v.sequence);
604 // Declare success: notify observers
605 mObservers.forEach(obs -> obs.onSignatureDetected(mSignature,
606 Collections.unmodifiableList(signatureMatch)));
613 * Used for registering for notifications of signatures detected by a {@link SignatureDetector}.
615 interface SignatureDetectionObserver {
618 * Invoked when the {@link SignatureDetector} detects the presence of a signature in the traffic that it's
620 * @param searchedSignature The signature that the {@link SignatureDetector} reporting the match is searching
622 * @param matchingTraffic The actual traffic trace that matches the searched signature.
624 void onSignatureDetected(List<List<List<PcapPacket>>> searchedSignature,
625 List<List<PcapPacket>> matchingTraffic);
629 * Encapsulates a {@code List<PcapPacket>} so as to allow the list to be used as a vertex in a graph while avoiding
630 * the expensive {@link AbstractList#equals(Object)} calls when adding vertices to the graph.
631 * Using this wrapper makes the incurred {@code equals(Object)} calls delegate to {@link Object#equals(Object)}
632 * instead of {@link AbstractList#equals(Object)}. The net effect is a faster implementation, but the graph will not
633 * recognize two lists that contain the same items--from a value and not reference point of view--as the same
634 * vertex. However, this is fine for our purposes -- in fact restricting it to reference equality seems more
637 private static class Vertex {
638 private final List<PcapPacket> sequence;
639 private Vertex(List<PcapPacket> wrappedSequence) {
640 sequence = wrappedSequence;