// final String onSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-onSignature-device-side.sig";
// final String offSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-offSignature-device-side.sig";
// TP-Link plug
-// final String triggerTimesFile = path + "/experimental_result/standalone/tplink-plug/timestamps/tplink-plug-nov-8-2018.timestamps";
+ final String triggerTimesFile = path + "/experimental_result/standalone/tplink-plug/timestamps/tplink-plug-nov-8-2018.timestamps";
//// final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-phone-side.sig";
//// final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-phone-side.sig";
// final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-device-side-outbound.sig";
// final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-device-side-outbound.sig";
+ final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-device-side.sig";
+ final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-device-side.sig";
+
// D-Link siren
// final String triggerTimesFile = path + "/experimental_result/standalone/dlink-siren/timestamps/dlink-siren-nov-9-2018.timestamps";
// final String onSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-onSignature-phone-side.sig";
// final String onSignatureFile = path + "/experimental_result/standalone/wemo-plug/signatures/wemo-plug-onSignature-phone-side.sig";
// final String offSignatureFile = path + "/experimental_result/standalone/wemo-plug/signatures/wemo-plug-offSignature-phone-side.sig";
// WeMo Insight plug
- final String triggerTimesFile = path + "/experimental_result/standalone/wemo-insight-plug/timestamps/wemo-insight-plug-nov-21-2018.timestamps";
- final String onSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-onSignature-phone-side.sig";
- final String offSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-offSignature-phone-side.sig";
+// final String triggerTimesFile = path + "/experimental_result/standalone/wemo-insight-plug/timestamps/wemo-insight-plug-nov-21-2018.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-offSignature-phone-side.sig";
TriggerTimesFileReader ttfr = new TriggerTimesFileReader();
// final Map<UserAction, List<Conversation>> userActionToConversations = trafficLabeler.getLabeledReassembledTcpTraffic();
// final Map<UserAction, Map<String, List<Conversation>>> userActionsToConvsByHostname = trafficLabeler.getLabeledReassembledTcpTraffic(dnsMap);
// System.out.println("Reassembled TCP conversations occurring shortly after each user event");
-
-
-
- /*
- * NOTE: no need to generate these more complex on/off maps that also contain mappings from hostname and
- * sequence identifiers as we do not care about hostnames and sequences during clustering.
- * We can simply use the UserAction->List<Conversation> map to generate ON/OFF groupings of conversations.
- */
-
-// // Contains all ON events: hostname -> sequence identifier -> list of conversations with that sequence
-// Map<String, Map<String, List<Conversation>>> ons = new HashMap<>();
-// // Contains all OFF events: hostname -> sequence identifier -> list of conversations with that sequence
-// Map<String, Map<String, List<Conversation>>> offs = new HashMap<>();
-// userActionsToConvsByHostname.forEach((ua, hostnameToConvs) -> {
-// Map<String, Map<String, List<Conversation>>> outer = ua.getType() == Type.TOGGLE_ON ? ons : offs;
-// hostnameToConvs.forEach((host, convs) -> {
-// Map<String, List<Conversation>> seqsToConvs = TcpConversationUtils.
-// groupConversationsByPacketSequence(convs, verbose);
-// outer.merge(host, seqsToConvs, (oldMap, newMap) -> {
-// newMap.forEach((sequence, cs) -> oldMap.merge(sequence, cs, (list1, list2) -> {
-// list1.addAll(list2);
-// return list1;
-// }));
-// return oldMap;
-// });
-// });
-// });
//
-// System.out.println("==== ON ====");
-// // Print out all the pairs into a file for ON events
-// File fileOnEvents = new File(onPairsPath);
-// PrintWriter pwOn = null;
-// try {
-// pwOn = new PrintWriter(fileOnEvents);
-// } catch(Exception ex) {
-// ex.printStackTrace();
-// }
-// for(Map.Entry<String, Map<String, List<Conversation>>> entry : ons.entrySet()) {
-// Map<String, List<Conversation>> seqsToConvs = entry.getValue();
-// for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
-// List<Conversation> listConv = entryConv.getValue();
-// // Just get the first Conversation because all Conversations in this group
-// // should have the same pairs of Application Data.
-// for(Conversation conv : listConv) {
-// // Process only if it is a TLS packet
-// if (conv.isTls()) {
-// List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
-// for(PcapPacketPair pair: tlsAppDataList) {
-// System.out.println(PrintUtils.toCsv(pair, dnsMap));
-// pwOn.println(PrintUtils.toCsv(pair, dnsMap));
-// }
-// } else { // Non-TLS conversations
-// List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
-// for(PcapPacketPair pair: packetList) {
-// System.out.println(PrintUtils.toCsv(pair, dnsMap));
-// pwOn.println(PrintUtils.toCsv(pair, dnsMap));
-// }
-// }
-// }
-// }
-// }
-// pwOn.close();
//
-// System.out.println("==== OFF ====");
-// // Print out all the pairs into a file for ON events
-// File fileOffEvents = new File(offPairsPath);
-// PrintWriter pwOff = null;
-// try {
-// pwOff = new PrintWriter(fileOffEvents);
-// } catch(Exception ex) {
-// ex.printStackTrace();
-// }
-// for(Map.Entry<String, Map<String, List<Conversation>>> entry : offs.entrySet()) {
-// Map<String, List<Conversation>> seqsToConvs = entry.getValue();
-// for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
-// List<Conversation> listConv = entryConv.getValue();
-// // Just get the first Conversation because all Conversations in this group
-// // should have the same pairs of Application Data.
-// for(Conversation conv : listConv) {
-// // Process only if it is a TLS packet
-// if (conv.isTls()) {
-// List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
-// for(PcapPacketPair pair: tlsAppDataList) {
-// System.out.println(PrintUtils.toCsv(pair, dnsMap));
-// pwOff.println(PrintUtils.toCsv(pair, dnsMap));
-// }
-// } else { // Non-TLS conversations
-// List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
-// for (PcapPacketPair pair : packetList) {
-// System.out.println(PrintUtils.toCsv(pair, dnsMap));
-// pwOff.println(PrintUtils.toCsv(pair, dnsMap));
-// }
-// }
-// }
-// }
-// }
-// pwOff.close();
-
-
- // ================================================ CLUSTERING ================================================
- // Note: no need to use the more convoluted on/off maps; can simply use the UserAction->List<Conversation> map
- // when don't care about hostnames and sequences (see comment earlier).
-// List<Conversation> onConversations = userActionToConversations.entrySet().stream().
-// filter(e -> e.getKey().getType() == Type.TOGGLE_ON). // drop all OFF events from stream
-// map(e -> e.getValue()). // no longer interested in the UserActions
-// flatMap(List::stream). // flatten List<List<T>> to a List<T>
-// collect(Collectors.toList());
-// List<Conversation> offConversations = userActionToConversations.entrySet().stream().
-// filter(e -> e.getKey().getType() == Type.TOGGLE_OFF).
-// map(e -> e.getValue()).
-// flatMap(List::stream).
-// collect(Collectors.toList());
-// //Collections.sort(onConversations, (c1, c2) -> c1.getPackets().)
//
-// List<PcapPacketPair> onPairs = onConversations.stream().
-// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
-// TcpConversationUtils.extractPacketPairs(c)).
-// flatMap(List::stream). // flatten List<List<>> to List<>
-// collect(Collectors.toList());
-// List<PcapPacketPair> offPairs = offConversations.stream().
-// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
-// TcpConversationUtils.extractPacketPairs(c)).
-// flatMap(List::stream). // flatten List<List<>> to List<>
-// collect(Collectors.toList());
-// // Note: need to update the DnsMap of all PcapPacketPairs if we want to use the IP/hostname-sensitive distance.
-// Stream.concat(Stream.of(onPairs), Stream.of(offPairs)).flatMap(List::stream).forEach(p -> p.setDnsMap(dnsMap));
-// // Perform clustering on conversation logged as part of all ON events.
-//// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 45);
-// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(2, 2);
-// //DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 10);
-// List<Cluster<PcapPacketPair>> onClusters = onClusterer.cluster(onPairs);
-// // Perform clustering on conversation logged as part of all OFF events.
-//// DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 45);
-// DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(2, 2);
-// //DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 10);
-// List<Cluster<PcapPacketPair>> offClusters = offClusterer.cluster(offPairs);
-// // Sort the conversations as reference
-// List<Conversation> sortedAllConversation = TcpConversationUtils.sortConversationList(allConversations);
-// // Output clusters
-// System.out.println("========================================");
-// System.out.println(" Clustering results for ON ");
-// System.out.println(" Number of clusters: " + onClusters.size());
-// int count = 0;
-// List<List<List<PcapPacket>>> ppListOfListReadOn = new ArrayList<>();
-// List<List<List<PcapPacket>>> ppListOfListListOn = new ArrayList<>();
-// for (Cluster<PcapPacketPair> c : onClusters) {
-// System.out.println(String.format("<<< Cluster #%02d (%03d points) >>>", ++count, c.getPoints().size()));
-// System.out.print(PrintUtils.toSummaryString(c));
-// if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
-// //if(c.getPoints().size() > 25) {
-// // Print to file
-// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
-// ppListOfListListOn.add(ppListOfList);
-// }
-// }
-// // TODO: Merging test
-// ppListOfListListOn = PcapPacketUtils.mergeSignatures(ppListOfListListOn, sortedAllConversation);
-// // TODO: Need to remove sequence 550 567 for Blossom phone side since it is not a good signature (overlap)!
-//// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 1);
-// // TODO: Need to remove sequence 69 296 for Blossom device side since it is not a good signature (overlap)!
-//// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 2);
-// // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
-// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 2);
-// // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
-// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
-// // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
-// // TODO: This sequence actually belongs to the local communication between the plug and the phone
-// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
-// ppListOfListListOn = PcapPacketUtils.sortSignatures(ppListOfListListOn);
-// PcapPacketUtils.printSignatures(ppListOfListListOn);
-// //count = 0;
-// /*for (List<List<PcapPacket>> ll : ppListOfListListOn) {
-// PrintUtils.serializeClustersIntoFile("./onSignature" + ++count + ".sig", ll);
-// ppListOfListReadOn.add(PrintUtils.deserializeClustersFromFile("./onSignature" + count + ".sig"));
-// }*/
-// PrintUtils.serializeSignatureIntoFile("./onSignature.sig", ppListOfListListOn);
-// ppListOfListReadOn = PrintUtils.deserializeSignatureFromFile("./onSignature.sig");
+// /*
+// * NOTE: no need to generate these more complex on/off maps that also contain mappings from hostname and
+// * sequence identifiers as we do not care about hostnames and sequences during clustering.
+// * We can simply use the UserAction->List<Conversation> map to generate ON/OFF groupings of conversations.
+// */
//
-// System.out.println("========================================");
-// System.out.println(" Clustering results for OFF ");
-// System.out.println(" Number of clusters: " + offClusters.size());
-// count = 0;
-// List<List<List<PcapPacket>>> ppListOfListReadOff = new ArrayList<>();
-// List<List<List<PcapPacket>>> ppListOfListListOff = new ArrayList<>();
-// for (Cluster<PcapPacketPair> c : offClusters) {
-// System.out.println(String.format("<<< Cluster #%03d (%06d points) >>>", ++count, c.getPoints().size()));
-// System.out.print(PrintUtils.toSummaryString(c));
-// if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
-// //if(c.getPoints().size() > 25) {
-// // Print to file
-// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
-// ppListOfListListOff.add(ppListOfList);
-// }
-// }
-// // TODO: Merging test
-// ppListOfListListOff = PcapPacketUtils.mergeSignatures(ppListOfListListOff, sortedAllConversation);
-// // TODO: Need to remove sequence 69 296 for Blossom device side since it is not a good signature (overlap)!
-//// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 3);
-// // TODO: Need to remove sequence number 1 for Nest Thermostat since it is not a good signature!
-// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
-// // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
-//// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
-// // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
-// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 2);
-// // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
-// // TODO: This sequence actually belongs to the local communication between the plug and the phone
-// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 0);
-// ppListOfListListOff = PcapPacketUtils.sortSignatures(ppListOfListListOff);
-// PcapPacketUtils.printSignatures(ppListOfListListOff);
-// //count = 0;
-// /*for (List<List<PcapPacket>> ll : ppListOfListListOff) {
-// PrintUtils.serializeClustersIntoFile("./offSignature" + ++count + ".sig", ll);
-// ppListOfListReadOff.add(PrintUtils.deserializeClustersFromFile("./offSignature" + count + ".sig"));
-// }*/
-// PrintUtils.serializeSignatureIntoFile("./offSignature.sig", ppListOfListListOff);
-// ppListOfListReadOff = PrintUtils.deserializeSignatureFromFile("./offSignature.sig");
-// System.out.println("========================================");
- // ============================================================================================================
-
- // TODO: This part is just for DBSCAN sensitivity experiment
- // TODO: This part is just for DBSCAN sensitivity experiment
- // TODO: This part is just for DBSCAN sensitivity experiment
- // TODO: This part is just for DBSCAN sensitivity experiment
- // TODO: This part is just for DBSCAN sensitivity experiment
+//// // Contains all ON events: hostname -> sequence identifier -> list of conversations with that sequence
+//// Map<String, Map<String, List<Conversation>>> ons = new HashMap<>();
+//// // Contains all OFF events: hostname -> sequence identifier -> list of conversations with that sequence
+//// Map<String, Map<String, List<Conversation>>> offs = new HashMap<>();
+//// userActionsToConvsByHostname.forEach((ua, hostnameToConvs) -> {
+//// Map<String, Map<String, List<Conversation>>> outer = ua.getType() == Type.TOGGLE_ON ? ons : offs;
+//// hostnameToConvs.forEach((host, convs) -> {
+//// Map<String, List<Conversation>> seqsToConvs = TcpConversationUtils.
+//// groupConversationsByPacketSequence(convs, verbose);
+//// outer.merge(host, seqsToConvs, (oldMap, newMap) -> {
+//// newMap.forEach((sequence, cs) -> oldMap.merge(sequence, cs, (list1, list2) -> {
+//// list1.addAll(list2);
+//// return list1;
+//// }));
+//// return oldMap;
+//// });
+//// });
+//// });
+////
+//// System.out.println("==== ON ====");
+//// // Print out all the pairs into a file for ON events
+//// File fileOnEvents = new File(onPairsPath);
+//// PrintWriter pwOn = null;
+//// try {
+//// pwOn = new PrintWriter(fileOnEvents);
+//// } catch(Exception ex) {
+//// ex.printStackTrace();
+//// }
+//// for(Map.Entry<String, Map<String, List<Conversation>>> entry : ons.entrySet()) {
+//// Map<String, List<Conversation>> seqsToConvs = entry.getValue();
+//// for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
+//// List<Conversation> listConv = entryConv.getValue();
+//// // Just get the first Conversation because all Conversations in this group
+//// // should have the same pairs of Application Data.
+//// for(Conversation conv : listConv) {
+//// // Process only if it is a TLS packet
+//// if (conv.isTls()) {
+//// List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
+//// for(PcapPacketPair pair: tlsAppDataList) {
+//// System.out.println(PrintUtils.toCsv(pair, dnsMap));
+//// pwOn.println(PrintUtils.toCsv(pair, dnsMap));
+//// }
+//// } else { // Non-TLS conversations
+//// List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
+//// for(PcapPacketPair pair: packetList) {
+//// System.out.println(PrintUtils.toCsv(pair, dnsMap));
+//// pwOn.println(PrintUtils.toCsv(pair, dnsMap));
+//// }
+//// }
+//// }
+//// }
+//// }
+//// pwOn.close();
+////
+//// System.out.println("==== OFF ====");
+//// // Print out all the pairs into a file for ON events
+//// File fileOffEvents = new File(offPairsPath);
+//// PrintWriter pwOff = null;
+//// try {
+//// pwOff = new PrintWriter(fileOffEvents);
+//// } catch(Exception ex) {
+//// ex.printStackTrace();
+//// }
+//// for(Map.Entry<String, Map<String, List<Conversation>>> entry : offs.entrySet()) {
+//// Map<String, List<Conversation>> seqsToConvs = entry.getValue();
+//// for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
+//// List<Conversation> listConv = entryConv.getValue();
+//// // Just get the first Conversation because all Conversations in this group
+//// // should have the same pairs of Application Data.
+//// for(Conversation conv : listConv) {
+//// // Process only if it is a TLS packet
+//// if (conv.isTls()) {
+//// List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
+//// for(PcapPacketPair pair: tlsAppDataList) {
+//// System.out.println(PrintUtils.toCsv(pair, dnsMap));
+//// pwOff.println(PrintUtils.toCsv(pair, dnsMap));
+//// }
+//// } else { // Non-TLS conversations
+//// List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
+//// for (PcapPacketPair pair : packetList) {
+//// System.out.println(PrintUtils.toCsv(pair, dnsMap));
+//// pwOff.println(PrintUtils.toCsv(pair, dnsMap));
+//// }
+//// }
+//// }
+//// }
+//// }
+//// pwOff.close();
+//
+//
+// // ================================================ CLUSTERING ================================================
+// // Note: no need to use the more convoluted on/off maps; can simply use the UserAction->List<Conversation> map
+// // when don't care about hostnames and sequences (see comment earlier).
+//// List<Conversation> onConversations = userActionToConversations.entrySet().stream().
+//// filter(e -> e.getKey().getType() == Type.TOGGLE_ON). // drop all OFF events from stream
+//// map(e -> e.getValue()). // no longer interested in the UserActions
+//// flatMap(List::stream). // flatten List<List<T>> to a List<T>
+//// collect(Collectors.toList());
+//// List<Conversation> offConversations = userActionToConversations.entrySet().stream().
+//// filter(e -> e.getKey().getType() == Type.TOGGLE_OFF).
+//// map(e -> e.getValue()).
+//// flatMap(List::stream).
+//// collect(Collectors.toList());
+//// //Collections.sort(onConversations, (c1, c2) -> c1.getPackets().)
+////
+//// List<PcapPacketPair> onPairs = onConversations.stream().
+//// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
+//// TcpConversationUtils.extractPacketPairs(c)).
+//// flatMap(List::stream). // flatten List<List<>> to List<>
+//// collect(Collectors.toList());
+//// List<PcapPacketPair> offPairs = offConversations.stream().
+//// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
+//// TcpConversationUtils.extractPacketPairs(c)).
+//// flatMap(List::stream). // flatten List<List<>> to List<>
+//// collect(Collectors.toList());
+//// // Note: need to update the DnsMap of all PcapPacketPairs if we want to use the IP/hostname-sensitive distance.
+//// Stream.concat(Stream.of(onPairs), Stream.of(offPairs)).flatMap(List::stream).forEach(p -> p.setDnsMap(dnsMap));
+//// // Perform clustering on conversation logged as part of all ON events.
+////// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 45);
+//// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(2, 2);
+//// //DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 10);
+//// List<Cluster<PcapPacketPair>> onClusters = onClusterer.cluster(onPairs);
+//// // Perform clustering on conversation logged as part of all OFF events.
+////// DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 45);
+//// DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(2, 2);
+//// //DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 10);
+//// List<Cluster<PcapPacketPair>> offClusters = offClusterer.cluster(offPairs);
+//// // Sort the conversations as reference
+//// List<Conversation> sortedAllConversation = TcpConversationUtils.sortConversationList(allConversations);
+//// // Output clusters
+//// System.out.println("========================================");
+//// System.out.println(" Clustering results for ON ");
+//// System.out.println(" Number of clusters: " + onClusters.size());
+//// int count = 0;
+//// List<List<List<PcapPacket>>> ppListOfListReadOn = new ArrayList<>();
+//// List<List<List<PcapPacket>>> ppListOfListListOn = new ArrayList<>();
+//// for (Cluster<PcapPacketPair> c : onClusters) {
+//// System.out.println(String.format("<<< Cluster #%02d (%03d points) >>>", ++count, c.getPoints().size()));
+//// System.out.print(PrintUtils.toSummaryString(c));
+//// if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
+//// //if(c.getPoints().size() > 25) {
+//// // Print to file
+//// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
+//// ppListOfListListOn.add(ppListOfList);
+//// }
+//// }
+//// // TODO: Merging test
+//// ppListOfListListOn = PcapPacketUtils.mergeSignatures(ppListOfListListOn, sortedAllConversation);
+//// // TODO: Need to remove sequence 550 567 for Blossom phone side since it is not a good signature (overlap)!
+////// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 1);
+//// // TODO: Need to remove sequence 69 296 for Blossom device side since it is not a good signature (overlap)!
+////// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 2);
+//// // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
+//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 2);
+//// // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
+//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
+//// // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
+//// // TODO: This sequence actually belongs to the local communication between the plug and the phone
+//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
+//// ppListOfListListOn = PcapPacketUtils.sortSignatures(ppListOfListListOn);
+//// PcapPacketUtils.printSignatures(ppListOfListListOn);
+//// //count = 0;
+//// /*for (List<List<PcapPacket>> ll : ppListOfListListOn) {
+//// PrintUtils.serializeClustersIntoFile("./onSignature" + ++count + ".sig", ll);
+//// ppListOfListReadOn.add(PrintUtils.deserializeClustersFromFile("./onSignature" + count + ".sig"));
+//// }*/
+//// PrintUtils.serializeSignatureIntoFile("./onSignature.sig", ppListOfListListOn);
+//// ppListOfListReadOn = PrintUtils.deserializeSignatureFromFile("./onSignature.sig");
+////
+//// System.out.println("========================================");
+//// System.out.println(" Clustering results for OFF ");
+//// System.out.println(" Number of clusters: " + offClusters.size());
+//// count = 0;
+//// List<List<List<PcapPacket>>> ppListOfListReadOff = new ArrayList<>();
+//// List<List<List<PcapPacket>>> ppListOfListListOff = new ArrayList<>();
+//// for (Cluster<PcapPacketPair> c : offClusters) {
+//// System.out.println(String.format("<<< Cluster #%03d (%06d points) >>>", ++count, c.getPoints().size()));
+//// System.out.print(PrintUtils.toSummaryString(c));
+//// if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
+//// //if(c.getPoints().size() > 25) {
+//// // Print to file
+//// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
+//// ppListOfListListOff.add(ppListOfList);
+//// }
+//// }
+//// // TODO: Merging test
+//// ppListOfListListOff = PcapPacketUtils.mergeSignatures(ppListOfListListOff, sortedAllConversation);
+//// // TODO: Need to remove sequence 69 296 for Blossom device side since it is not a good signature (overlap)!
+////// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 3);
+//// // TODO: Need to remove sequence number 1 for Nest Thermostat since it is not a good signature!
+//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
+//// // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
+////// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
+//// // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
+//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 2);
+//// // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
+//// // TODO: This sequence actually belongs to the local communication between the plug and the phone
+//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 0);
+//// ppListOfListListOff = PcapPacketUtils.sortSignatures(ppListOfListListOff);
+//// PcapPacketUtils.printSignatures(ppListOfListListOff);
+//// //count = 0;
+//// /*for (List<List<PcapPacket>> ll : ppListOfListListOff) {
+//// PrintUtils.serializeClustersIntoFile("./offSignature" + ++count + ".sig", ll);
+//// ppListOfListReadOff.add(PrintUtils.deserializeClustersFromFile("./offSignature" + count + ".sig"));
+//// }*/
+//// PrintUtils.serializeSignatureIntoFile("./offSignature.sig", ppListOfListListOff);
+//// ppListOfListReadOff = PrintUtils.deserializeSignatureFromFile("./offSignature.sig");
+//// System.out.println("========================================");
+// // ============================================================================================================
+//
+// // TODO: This part is just for DBSCAN sensitivity experiment
+// // TODO: This part is just for DBSCAN sensitivity experiment
+// // TODO: This part is just for DBSCAN sensitivity experiment
+// // TODO: This part is just for DBSCAN sensitivity experiment
+// // TODO: This part is just for DBSCAN sensitivity experiment
// List<Conversation> onConversations = userActionToConversations.entrySet().stream().
// filter(e -> e.getKey().getType() == Type.TOGGLE_ON). // drop all OFF events from stream
// map(e -> e.getValue()). // no longer interested in the UserActions
//
// double eps = 10; // loop from eps 1-10
// int minPts = 50; // loop from minPts 30-50
-// for(int epsCount = 1; epsCount <= eps; epsCount++) {
+// for(int epsCount = 7; epsCount <= eps; epsCount++) {
// for(int minPtsCount = 30; minPtsCount <= minPts; minPtsCount++) {
// System.out.println("Eps: " + epsCount + " --- minPts: " + minPtsCount);
// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(epsCount, minPtsCount);
// List<List<List<PcapPacket>>> ppListOfListListOn = new ArrayList<>();
// for (Cluster<PcapPacketPair> c : onClusters) {
// System.out.println(String.format("<<< Cluster #%02d (%03d points) >>>", ++count, c.getPoints().size()));
-// System.out.print(PrintUtils.toSummaryString(c));
+//// System.out.print(PrintUtils.toSummaryString(c));
// if (c.getPoints().size() > 45 && c.getPoints().size() < 55) {
//// if(c.getPoints().size() > 25) {
// // Print to file
projects / pingpong.git / blobdiff