1 package edu.uci.iotproject;
3 import static edu.uci.iotproject.analysis.UserAction.Type;
5 import edu.uci.iotproject.analysis.*;
6 import edu.uci.iotproject.comparison.seqalignment.ExtractedSequence;
7 import edu.uci.iotproject.comparison.seqalignment.SequenceAlignment;
8 import edu.uci.iotproject.comparison.seqalignment.SequenceExtraction;
9 import edu.uci.iotproject.io.TriggerTimesFileReader;
10 import edu.uci.iotproject.util.PcapPacketUtils;
11 import edu.uci.iotproject.util.PrintUtils;
12 import org.apache.commons.math3.stat.clustering.Cluster;
13 import org.apache.commons.math3.stat.clustering.DBSCANClusterer;
14 import org.pcap4j.core.*;
15 import org.pcap4j.packet.namednumber.DataLinkType;
17 import java.io.EOFException;
19 import java.io.PrintWriter;
20 import java.net.UnknownHostException;
21 import java.time.Instant;
23 import java.util.concurrent.TimeoutException;
24 import java.util.stream.Collectors;
25 import java.util.stream.Stream;
28 * This is a system that reads PCAP files to compare
29 * patterns of DNS hostnames, packet sequences, and packet
30 * lengths with training data to determine certain events
31 * or actions for smart home devices.
33 * @author Janus Varmarken
34 * @author Rahmadi Trimananda (rtrimana@uci.edu)
40 public static void main(String[] args) throws PcapNativeException, NotOpenException, EOFException, TimeoutException, UnknownHostException {
41 // -------------------------------------------------------------------------------------------------------------
42 // ------------ # Code for extracting traffic generated by a device within x seconds of a trigger # ------------
43 // Paths to input and output files (consider supplying these as arguments instead) and IP of the device for
44 // which traffic is to be extracted:
45 String path = "/scratch/July-2018"; // Rahmadi
46 // String path = "/Users/varmarken/temp/UCI IoT Project/experiments"; // Janus
47 boolean verbose = true;
48 final String onPairsPath = "/scratch/July-2018/on.txt";
49 final String offPairsPath = "/scratch/July-2018/off.txt";
51 // 1) D-Link July 26 experiment
52 // final String inputPcapFile = path + "/2018-07/dlink/dlink.wlan1.local.pcap";
53 // final String outputPcapFile = path + "/2018-07/dlink/dlink-processed.pcap";
54 // final String triggerTimesFile = path + "/2018-07/dlink/dlink-july-26-2018.timestamps";
55 // final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
57 // 2) TP-Link July 25 experiment
58 // final String inputPcapFile = path + "/2018-07/tplink/tplink.wlan1.local.pcap";
59 // final String outputPcapFile = path + "/2018-07/tplink/tplink-processed.pcap";
60 // final String triggerTimesFile = path + "/2018-07/tplink/tplink-july-25-2018.timestamps";
61 // final String deviceIp = "192.168.1.159";
63 // 2b) TP-Link July 25 experiment TRUNCATED:
64 // Only contains "true local" events, i.e., before the behavior changes to remote-like behavior.
65 // Last included event is at July 25 10:38:11; file filtered to only include packets with arrival time <= 10:38:27.
66 // final String inputPcapFile = path + "/2018-07/tplink/tplink.wlan1.local.truncated.pcap";
67 // final String outputPcapFile = path + "/2018-07/tplink/tplink-processed.truncated.pcap";
68 // final String triggerTimesFile = path + "/2018-07/tplink/tplink-july-25-2018.truncated.timestamps";
69 // final String deviceIp = "192.168.1.159";
71 // 3) SmartThings Plug July 25 experiment
72 // final String inputPcapFile = path + "/2018-07/stplug/stplug.wlan1.local.pcap";
73 // final String outputPcapFile = path + "/2018-07/stplug/stplug-processed.pcap";
74 // final String triggerTimesFile = path + "/2018-07/stplug/smartthings-july-25-2018.timestamps";
75 // final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
77 // 4) Wemo July 30 experiment
78 // final String inputPcapFile = path + "/2018-07/wemo/wemo.wlan1.local.pcap";
79 // final String outputPcapFile = path + "/2018-07/wemo/wemo-processed.pcap";
80 // final String triggerTimesFile = path + "/2018-07/wemo/wemo-july-30-2018.timestamps";
81 // final String deviceIp = "192.168.1.145";
83 // 5) Wemo Insight July 31 experiment
84 // final String inputPcapFile = path + "/2018-07/wemoinsight/wemoinsight.wlan1.local.pcap";
85 // final String outputPcapFile = path + "/2018-07/wemoinsight/wemoinsight-processed.pcap";
86 // final String triggerTimesFile = path + "/2018-07/wemoinsight/wemo-insight-july-31-2018.timestamps";
87 // final String deviceIp = "192.168.1.135";
89 // 6) TP-Link Bulb August 1 experiment
90 // final String inputPcapFile = path + "/2018-08/tplink-bulb/tplinkbulb.wlan1.local.pcap";
91 // final String outputPcapFile = path + "/2018-08/tplink-bulb/tplinkbulb-processed.pcap";
92 // final String triggerTimesFile = path + "/2018-08/tplink-bulb/tplink-bulb-aug-3-2018.timestamps";
93 // final String deviceIp = "192.168.1.140"; // .246 == phone; .140 == TP-Link bulb
95 // 7) Kwikset Doorlock August 6 experiment
96 // final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock.wlan1.local.pcap";
97 // final String outputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-processed.pcap";
98 // final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-aug-6-2018.timestamps";
99 // final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
101 // September 12, 2018 - includes both wlan1 and eth1 interfaces
102 // final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.wlan1.local.pcap";
103 // //final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.eth1.local.pcap";
104 // final String outputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3-processed.pcap";
105 // final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-sept-12-2018.timestamps";
106 // final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
108 // 8) Hue Bulb August 7 experiment
109 // final String inputPcapFile = path + "/2018-08/hue-bulb/hue-bulb.wlan1.local.pcap";
110 // final String outputPcapFile = path + "/2018-08/hue-bulb/hue-bulb-processed.pcap";
111 // final String triggerTimesFile = path + "/2018-08/hue-bulb/hue-bulb-aug-7-2018.timestamps";
112 // final String deviceIp = "192.168.1.246";
114 // 9) Lifx Bulb August 8 experiment
115 // final String inputPcapFile = path + "/2018-08/lifx-bulb/lifx-bulb.wlan1.local.pcap";
116 // final String outputPcapFile = path + "/2018-08/lifx-bulb/lifx-bulb-processed.pcap";
117 // final String triggerTimesFile = path + "/2018-08/lifx-bulb/lifx-bulb-aug-8-2018.timestamps";
118 // final String deviceIp = "192.168.1.246"; // .246 == phone; .231 == Lifx
120 // 10) Amcrest Camera August 9 experiment
121 // final String inputPcapFile = path + "/2018-08/amcrest-camera/amcrest-camera.wlan1.local.pcap";
122 // final String outputPcapFile = path + "/2018-08/amcrest-camera/amcrest-camera-processed.pcap";
123 // final String triggerTimesFile = path + "/2018-08/amcrest-camera/amcrest-camera-aug-9-2018.timestamps";
124 // final String deviceIp = "192.168.1.246"; // .246 == phone; .235 == camera
126 // 11) Arlo Camera August 10 experiment
127 // final String inputPcapFile = path + "/2018-08/arlo-camera/arlo-camera.wlan1.local.pcap";
128 // final String outputPcapFile = path + "/2018-08/arlo-camera/arlo-camera-processed.pcap";
129 // final String triggerTimesFile = path + "/2018-08/arlo-camera/arlo-camera-aug-10-2018.timestamps";
130 // final String deviceIp = "192.168.1.140"; // .246 == phone; .140 == camera
132 // 12) Blossom sprinkler August 13 experiment
133 // final String inputPcapFile = path + "/2018-08/blossom/blossom.wlan1.local.pcap";
134 // final String outputPcapFile = path + "/2018-08/blossom/blossom-processed.pcap";
135 // final String triggerTimesFile = path + "/2018-08/blossom/blossom-aug-13-2018.timestamps";
136 // final String deviceIp = "192.168.1.246"; // .246 == phone; .229 == sprinkler
138 // // 13) DLink siren August 14 experiment
139 final String inputPcapFile = path + "/2018-08/dlink-siren/dlink-siren.wlan1.local.pcap";
140 final String outputPcapFile = path + "/2018-08/dlink-siren/dlink-siren-processed.pcap";
141 final String triggerTimesFile = path + "/2018-08/dlink-siren/dlink-siren-aug-14-2018.timestamps";
142 final String deviceIp = "192.168.1.183"; // .246 == phone; .183 == siren
144 // 14) Nest thermostat August 15 experiment
145 // final String inputPcapFile = path + "/2018-08/nest/nest.wlan1.local.pcap";
146 // final String outputPcapFile = path + "/2018-08/nest/nest-processed.pcap";
147 // final String triggerTimesFile = path + "/2018-08/nest/nest-aug-15-2018.timestamps";
148 // final String deviceIp = "192.168.1.246"; // .246 == phone; .127 == Nest thermostat
150 // 15) Alexa August 16 experiment
151 // final String inputPcapFile = path + "/2018-08/alexa/alexa.wlan1.local.pcap";
152 // final String outputPcapFile = path + "/2018-08/alexa/alexa-processed.pcap";
153 // final String triggerTimesFile = path + "/2018-08/alexa/alexa-aug-16-2018.timestamps";
154 // final String deviceIp = "192.168.1.225"; // .246 == phone; .225 == Alexa
156 // final String inputPcapFile = path + "/2018-08/alexa/alexa2.wlan1.local.pcap";
157 // final String outputPcapFile = path + "/2018-08/alexa/alexa2-processed.pcap";
158 // final String triggerTimesFile = path + "/2018-08/alexa/alexa-aug-17-2018.timestamps";
159 // final String deviceIp = "192.168.1.225"; // .246 == phone; .225 == Alexa
162 // final String inputPcapFile = path + "/2018-08/noise/noise.eth1.pcap";
163 // final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
164 // final String triggerTimesFile = path + "/2018-08/noise/noise-sept-17-2018.timestamps";
165 // final String deviceIp = "192.168.1.142"; // .142 == SmartThings Hub; .199 == dlink plug; .183 == siren
166 // September 26 - D-Link noise
167 // final String inputPcapFile = path + "/2018-08/noise/noise.dlink.wlan1.pcap";
168 // final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
169 // final String triggerTimesFile = path + "/2018-08/noise/dlink-noise-sept-26-2018.timestamps";
170 // final String deviceIp = "192.168.1.183"; // .199 == dlink plug; .183 == siren
171 // September 27 - Kwikset noise
172 // final String inputPcapFile = path + "/2018-08/noise/noise.kwikset.eth1.pcap";
173 // final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
174 // final String triggerTimesFile = path + "/2018-08/noise/kwikset-doorlock-noise-sept-27-2018.timestamps";
175 // final String deviceIp = "192.168.1.142"; // .142 == SmartThings Hub;
178 TriggerTimesFileReader ttfr = new TriggerTimesFileReader();
179 List<Instant> triggerTimes = ttfr.readTriggerTimes(triggerTimesFile, false);
180 // Tag each trigger with "ON" or "OFF", assuming that the first trigger is an "ON" and that they alternate.
181 List<UserAction> userActions = new ArrayList<>();
182 for (int i = 0; i < triggerTimes.size(); i++) {
183 userActions.add(new UserAction(i % 2 == 0 ? Type.TOGGLE_ON : Type.TOGGLE_OFF, triggerTimes.get(i)));
185 TriggerTrafficExtractor tte = new TriggerTrafficExtractor(inputPcapFile, triggerTimes, deviceIp);
186 final PcapDumper outputter = Pcaps.openDead(DataLinkType.EN10MB, 65536).dumpOpen(outputPcapFile);
187 DnsMap dnsMap = new DnsMap();
188 TcpReassembler tcpReassembler = new TcpReassembler();
189 TrafficLabeler trafficLabeler = new TrafficLabeler(userActions);
190 tte.performExtraction(pkt -> {
193 } catch (NotOpenException e) {
196 }, dnsMap, tcpReassembler, trafficLabeler);
200 if (tte.getPacketsIncludedCount() != trafficLabeler.getTotalPacketCount()) {
201 // Sanity/debug check
202 throw new AssertionError(String.format("mismatch between packet count in %s and %s",
203 TriggerTrafficExtractor.class.getSimpleName(), TrafficLabeler.class.getSimpleName()));
206 // Extract all conversations present in the filtered trace.
207 List<Conversation> allConversations = tcpReassembler.getTcpConversations();
208 // Group conversations by hostname.
209 Map<String, List<Conversation>> convsByHostname = TcpConversationUtils.groupConversationsByHostname(allConversations, dnsMap);
210 System.out.println("Grouped conversations by hostname.");
211 // For each hostname, count the frequencies of packet lengths exchanged with that hostname.
212 final Map<String, Map<Integer, Integer>> pktLenFreqsByHostname = new HashMap<>();
213 convsByHostname.forEach((host, convs) -> pktLenFreqsByHostname.put(host, TcpConversationUtils.countPacketLengthFrequencies(convs)));
214 System.out.println("Counted frequencies of packet lengths exchanged with each hostname.");
215 // For each hostname, count the frequencies of packet sequences (i.e., count how many conversations exchange a
216 // sequence of packets of some specific lengths).
217 final Map<String, Map<String, Integer>> pktSeqFreqsByHostname = new HashMap<>();
218 convsByHostname.forEach((host, convs) -> pktSeqFreqsByHostname.put(host, TcpConversationUtils.countPacketSequenceFrequencies(convs)));
219 System.out.println("Counted frequencies of packet sequences exchanged with each hostname.");
220 // For each hostname, count frequencies of packet pairs exchanged with that hostname across all conversations
221 final Map<String, Map<String, Integer>> pktPairFreqsByHostname =
222 TcpConversationUtils.countPacketPairFrequenciesByHostname(allConversations, dnsMap);
223 System.out.println("Counted frequencies of packet pairs per hostname");
224 // For each user action, reassemble the set of TCP connections occurring shortly after
225 final Map<UserAction, List<Conversation>> userActionToConversations = trafficLabeler.getLabeledReassembledTcpTraffic();
226 final Map<UserAction, Map<String, List<Conversation>>> userActionsToConvsByHostname = trafficLabeler.getLabeledReassembledTcpTraffic(dnsMap);
227 System.out.println("Reassembled TCP conversations occurring shortly after each user event");
232 * NOTE: no need to generate these more complex on/off maps that also contain mappings from hostname and
233 * sequence identifiers as we do not care about hostnames and sequences during clustering.
234 * We can simply use the UserAction->List<Conversation> map to generate ON/OFF groupings of conversations.
237 // Contains all ON events: hostname -> sequence identifier -> list of conversations with that sequence
238 Map<String, Map<String, List<Conversation>>> ons = new HashMap<>();
239 // Contains all OFF events: hostname -> sequence identifier -> list of conversations with that sequence
240 Map<String, Map<String, List<Conversation>>> offs = new HashMap<>();
241 userActionsToConvsByHostname.forEach((ua, hostnameToConvs) -> {
242 Map<String, Map<String, List<Conversation>>> outer = ua.getType() == Type.TOGGLE_ON ? ons : offs;
243 hostnameToConvs.forEach((host, convs) -> {
244 Map<String, List<Conversation>> seqsToConvs = TcpConversationUtils.
245 groupConversationsByPacketSequence(convs, verbose);
246 outer.merge(host, seqsToConvs, (oldMap, newMap) -> {
247 newMap.forEach((sequence, cs) -> oldMap.merge(sequence, cs, (list1, list2) -> {
257 // ================================================ CLUSTERING ================================================
258 // Note: no need to use the more convoluted on/off maps; can simply use the UserAction->List<Conversation> map
259 // when don't care about hostnames and sequences (see comment earlier).
260 List<Conversation> onConversations = userActionToConversations.entrySet().stream().
261 filter(e -> e.getKey().getType() == Type.TOGGLE_ON). // drop all OFF events from stream
262 map(e -> e.getValue()). // no longer interested in the UserActions
263 flatMap(List::stream). // flatten List<List<T>> to a List<T>
264 collect(Collectors.toList());
265 List<Conversation> offConversations = userActionToConversations.entrySet().stream().
266 filter(e -> e.getKey().getType() == Type.TOGGLE_OFF).
267 map(e -> e.getValue()).
268 flatMap(List::stream).
269 collect(Collectors.toList());
270 //Collections.sort(onConversations, (c1, c2) -> c1.getPackets().)
272 List<PcapPacketPair> onPairs = onConversations.stream().
273 map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
274 TcpConversationUtils.extractPacketPairs(c)).
275 flatMap(List::stream). // flatten List<List<>> to List<>
276 collect(Collectors.toList());
277 List<PcapPacketPair> offPairs = offConversations.stream().
278 map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
279 TcpConversationUtils.extractPacketPairs(c)).
280 flatMap(List::stream). // flatten List<List<>> to List<>
281 collect(Collectors.toList());
282 // Note: need to update the DnsMap of all PcapPacketPairs if we want to use the IP/hostname-sensitive distance.
283 Stream.concat(Stream.of(onPairs), Stream.of(offPairs)).flatMap(List::stream).forEach(p -> p.setDnsMap(dnsMap));
284 // Perform clustering on conversation logged as part of all ON events.
285 DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 45);
286 List<Cluster<PcapPacketPair>> onClusters = onClusterer.cluster(onPairs);
287 // Perform clustering on conversation logged as part of all OFF events.
288 DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 45);
289 List<Cluster<PcapPacketPair>> offClusters = offClusterer.cluster(offPairs);
290 // Sort the conversations as reference
291 List<Conversation> sortedAllConversation = TcpConversationUtils.sortConversationList(allConversations);
293 System.out.println("========================================");
294 System.out.println(" Clustering results for ON ");
295 System.out.println(" Number of clusters: " + onClusters.size());
297 List<List<List<PcapPacket>>> ppListOfListReadOn = new ArrayList<>();
298 List<List<List<PcapPacket>>> ppListOfListListOn = new ArrayList<>();
299 for (Cluster<PcapPacketPair> c : onClusters) {
300 System.out.println(String.format("<<< Cluster #%02d (%03d points) >>>", ++count, c.getPoints().size()));
301 System.out.print(PrintUtils.toSummaryString(c));
302 if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
304 List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
305 ppListOfListListOn.add(ppListOfList);
308 // TODO: Merging test
309 PcapPacketUtils.mergeSignatures(ppListOfListListOn, sortedAllConversation);
310 PcapPacketUtils.sortSignatures(ppListOfListListOn);
312 /*for (List<List<PcapPacket>> ll : ppListOfListListOn) {
313 PrintUtils.serializeClustersIntoFile("./onSignature" + ++count + ".sig", ll);
314 ppListOfListReadOn.add(PrintUtils.deserializeClustersFromFile("./onSignature" + count + ".sig"));
316 PrintUtils.serializeSignatureIntoFile("./onSignature.sig", ppListOfListListOn);
317 ppListOfListReadOn = PrintUtils.deserializeSignatureFromFile("./onSignature.sig");
319 System.out.println("========================================");
320 System.out.println(" Clustering results for OFF ");
321 System.out.println(" Number of clusters: " + offClusters.size());
323 List<List<List<PcapPacket>>> ppListOfListReadOff = new ArrayList<>();
324 List<List<List<PcapPacket>>> ppListOfListListOff = new ArrayList<>();
325 for (Cluster<PcapPacketPair> c : offClusters) {
326 System.out.println(String.format("<<< Cluster #%03d (%06d points) >>>", ++count, c.getPoints().size()));
327 System.out.print(PrintUtils.toSummaryString(c));
328 if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
330 List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
331 ppListOfListListOff.add(ppListOfList);
334 // TODO: Merging test
335 PcapPacketUtils.mergeSignatures(ppListOfListListOff, sortedAllConversation);
336 PcapPacketUtils.sortSignatures(ppListOfListListOff);
338 /*for (List<List<PcapPacket>> ll : ppListOfListListOff) {
339 PrintUtils.serializeClustersIntoFile("./offSignature" + ++count + ".sig", ll);
340 ppListOfListReadOff.add(PrintUtils.deserializeClustersFromFile("./offSignature" + count + ".sig"));
342 PrintUtils.serializeSignatureIntoFile("./offSignature.sig", ppListOfListListOff);
343 ppListOfListReadOff = PrintUtils.deserializeSignatureFromFile("./offSignature.sig");
344 System.out.println("========================================");
345 // ============================================================================================================
348 System.out.println("==== ON ====");
349 // Print out all the pairs into a file for ON events
350 File fileOnEvents = new File(onPairsPath);
351 PrintWriter pwOn = null;
355 pwOn = new PrintWriter(fileOnEvents);
356 } catch(Exception ex) {
357 ex.printStackTrace();
359 for(Map.Entry<String, Map<String, List<Conversation>>> entry : ons.entrySet()) {
360 Map<String, List<Conversation>> seqsToConvs = entry.getValue();
361 for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
362 List<Conversation> listConv = entryConv.getValue();
363 // Just get the first Conversation because all Conversations in this group
364 // should have the same pairs of Application Data.
365 for(Conversation conv : listConv) {
366 // Process only if it is a TLS packet
368 List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
369 for(PcapPacketPair pair: tlsAppDataList) {
370 System.out.println(PrintUtils.toCsv(pair, dnsMap));
371 pwOn.println(PrintUtils.toCsv(pair, dnsMap));
373 } else { // Non-TLS conversations
374 List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
375 for(PcapPacketPair pair: packetList) {
376 System.out.println(PrintUtils.toCsv(pair, dnsMap));
377 pwOn.println(PrintUtils.toCsv(pair, dnsMap));
385 System.out.println("==== OFF ====");
386 // Print out all the pairs into a file for ON events
387 File fileOffEvents = new File(offPairsPath);
388 PrintWriter pwOff = null;
390 pwOff = new PrintWriter(fileOffEvents);
391 } catch(Exception ex) {
392 ex.printStackTrace();
394 for(Map.Entry<String, Map<String, List<Conversation>>> entry : offs.entrySet()) {
395 Map<String, List<Conversation>> seqsToConvs = entry.getValue();
396 for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
397 List<Conversation> listConv = entryConv.getValue();
398 // Just get the first Conversation because all Conversations in this group
399 // should have the same pairs of Application Data.
400 for(Conversation conv : listConv) {
401 // Process only if it is a TLS packet
403 List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
404 for(PcapPacketPair pair: tlsAppDataList) {
405 System.out.println(PrintUtils.toCsv(pair, dnsMap));
406 pwOff.println(PrintUtils.toCsv(pair, dnsMap));
408 } else { // Non-TLS conversations
409 List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
410 for (PcapPacketPair pair : packetList) {
411 System.out.println(PrintUtils.toCsv(pair, dnsMap));
412 pwOff.println(PrintUtils.toCsv(pair, dnsMap));
421 // // ================================================================================================
422 // // <<< Some work-in-progress/explorative code that extracts a "representative" sequence >>>
424 // // Currently need to know relevant hostname in advance :(
425 // String hostname = "events.tplinkra.com";
426 //// String hostname = "rfe-us-west-1.dch.dlink.com";
427 // // Conversations with 'hostname' for ON events.
428 // List<Conversation> onsForHostname = new ArrayList<>();
429 // // Conversations with 'hostname' for OFF events.
430 // List<Conversation> offsForHostname = new ArrayList<>();
431 // // "Unwrap" sequence groupings in ons/offs maps.
432 // ons.get(hostname).forEach((k,v) -> onsForHostname.addAll(v));
433 // offs.get(hostname).forEach((k,v) -> offsForHostname.addAll(v));
436 // Map<String, List<Conversation>> onsForHostnameGroupedByTlsAppDataSequence = TcpConversationUtils.groupConversationsByTlsApplicationDataPacketSequence(onsForHostname);
439 // // Extract representative sequence for ON and OFF by providing the list of conversations with
440 // // 'hostname' observed for each event type (the training data).
441 // SequenceExtraction seqExtraction = new SequenceExtraction();
442 //// ExtractedSequence extractedSequenceForOn = seqExtraction.extract(onsForHostname);
443 //// ExtractedSequence extractedSequenceForOff = seqExtraction.extract(offsForHostname);
445 // ExtractedSequence extractedSequenceForOn = seqExtraction.extractByTlsAppData(onsForHostname);
446 // ExtractedSequence extractedSequenceForOff = seqExtraction.extractByTlsAppData(offsForHostname);
448 // // Let's check how many ONs align with OFFs and vice versa (that is, how many times an event is incorrectly
450 // int onsLabeledAsOff = 0;
451 // Integer[] representativeOnSeq = TcpConversationUtils.getPacketLengthSequence(extractedSequenceForOn.getRepresentativeSequence());
452 // Integer[] representativeOffSeq = TcpConversationUtils.getPacketLengthSequence(extractedSequenceForOff.getRepresentativeSequence());
453 // SequenceAlignment<Integer> seqAlg = seqExtraction.getAlignmentAlgorithm();
454 // for (Conversation c : onsForHostname) {
455 // Integer[] onSeq = TcpConversationUtils.getPacketLengthSequence(c);
456 // if (seqAlg.calculateAlignment(representativeOffSeq, onSeq) <= extractedSequenceForOff.getMaxAlignmentCost()) {
457 // onsLabeledAsOff++;
460 // int offsLabeledAsOn = 0;
461 // for (Conversation c : offsForHostname) {
462 // Integer[] offSeq = TcpConversationUtils.getPacketLengthSequence(c);
463 // if (seqAlg.calculateAlignment(representativeOnSeq, offSeq) <= extractedSequenceForOn.getMaxAlignmentCost()) {
464 // offsLabeledAsOn++;
467 // System.out.println("");
468 // // ================================================================================================
471 // // -------------------------------------------------------------------------------------------------------------
472 // // -------------------------------------------------------------------------------------------------------------
478 // TP-Link MAC 50:c7:bf:33:1f:09 and usually IP 192.168.1.159 (remember to verify per file)
479 // frame.len >= 556 && frame.len <= 558 && ip.addr == 192.168.1.159