├── KMeans_Clustering ├── LogisticRegression ├── Machine Learning in Traffic Classification of SDN - Final Project Report.pdf ├── NetSoft_project.ipynb ├── dns_training_data.csv ├── ping_training_data.csv ├── simple_monitor_AK.py ├── telnet_training_data.csv ├── traffic_classifier_python3.py └── voice_training_data.csv /KMeans_Clustering: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/a9khan/trafficclassifier/71083f71ee97290783abeaffcf9ca6d6078a7817/KMeans_Clustering -------------------------------------------------------------------------------- /LogisticRegression: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/a9khan/trafficclassifier/71083f71ee97290783abeaffcf9ca6d6078a7817/LogisticRegression -------------------------------------------------------------------------------- /Machine Learning in Traffic Classification of SDN - Final Project Report.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/a9khan/trafficclassifier/71083f71ee97290783abeaffcf9ca6d6078a7817/Machine Learning in Traffic Classification of SDN - Final Project Report.pdf -------------------------------------------------------------------------------- /dns_training_data.csv: -------------------------------------------------------------------------------- 1 | Forward Packets Forward Bytes Delta Forward Packets Delta Forward Bytes Forward Instantaneous Packets per Second Forward Average Packets per second Forward Instantaneous Bytes per Second Forward Average Bytes per second Reverse Packets Reverse Bytes Delta Reverse Packets Delta Reverse Bytes DeltaReverse Instantaneous Packets per Second Reverse Average Packets per second Reverse Instantaneous Bytes per Second Reverse Average Bytes per second Traffic Type 2 | 0 0 0 0 0.0 0.0 0.0 0.0 0 0 0 0 0.0 0.0 0.0 0.0 dns 3 | 0 0 0 0 0.0 0.0 0.0 0.0 7 760 7 760 7.0 7.0 760.0 760.0 dns 4 | 6 410 6 410 6.0 6.0 410.0 410.0 7 760 7 760 7.0 7.0 760.0 760.0 dns 5 | 6 410 6 410 6.0 6.0 410.0 410.0 12 1118 5 358 5.0 6.0 358.0 559.0 dns 6 | 9 616 3 206 3.0 4.5 206.0 308.0 12 1118 5 358 5.0 6.0 358.0 559.0 dns 7 | 9 616 3 206 3.0 4.5 206.0 308.0 13 1430 1 312 1.0 4.333333333333333 312.0 476.6666666666667 dns 8 | 9 616 0 0 0.0 3.0 0.0 205.33333333333334 13 1430 1 312 1.0 4.333333333333333 312.0 476.6666666666667 dns 9 | 9 616 0 0 0.0 3.0 0.0 205.33333333333334 13 1430 0 0 0.0 3.25 0.0 357.5 dns 10 | 9 616 0 0 0.0 2.25 0.0 154.0 13 1430 0 0 0.0 3.25 0.0 357.5 dns 11 | 9 616 0 0 0.0 2.25 0.0 154.0 14 1644 1 214 1.0 2.8 214.0 328.8 dns 12 | 9 616 0 0 0.0 1.8 0.0 123.2 14 1644 1 214 1.0 2.8 214.0 328.8 dns 13 | 9 616 0 0 0.0 1.8 0.0 123.2 14 1644 0 0 0.0 2.3333333333333335 0.0 274.0 dns 14 | 9 616 0 0 0.0 1.5 0.0 102.66666666666667 14 1644 0 0 0.0 2.3333333333333335 0.0 274.0 dns 15 | 9 616 0 0 0.0 1.5 0.0 102.66666666666667 15 1896 1 252 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842 | 359 24486 0 0 0.0 0.8527315914489311 0.0 58.16152019002375 590 80203 1 208 1.0 1.4014251781472684 208.0 190.50593824228028 dns 843 | 359 24486 0 0 0.0 0.8527315914489311 0.0 58.16152019002375 590 80203 0 0 0.0 1.3981042654028435 0.0 190.05450236966826 dns 844 | 359 24486 0 0 0.0 0.8507109004739336 0.0 58.023696682464454 590 80203 0 0 0.0 1.3981042654028435 0.0 190.05450236966826 dns 845 | 359 24486 0 0 0.0 0.8507109004739336 0.0 58.023696682464454 591 80545 1 342 1.0 1.3971631205673758 342.0 190.41371158392434 dns 846 | 359 24486 0 0 0.0 0.8486997635933806 0.0 57.88652482269504 591 80545 1 342 1.0 1.3971631205673758 342.0 190.41371158392434 dns 847 | 359 24486 0 0 0.0 0.8486997635933806 0.0 57.88652482269504 592 80616 1 71 1.0 1.3962264150943395 71.0 190.1320754716981 dns 848 | 360 24552 1 66 1.0 0.8490566037735849 66.0 57.905660377358494 592 80616 1 71 1.0 1.3962264150943395 71.0 190.1320754716981 dns 849 | 360 24552 1 66 1.0 0.8490566037735849 66.0 57.905660377358494 598 81197 6 581 6.0 1.4070588235294117 581.0 191.05176470588236 dns 850 | 366 24962 6 410 6.0 0.8611764705882353 410.0 58.734117647058824 598 81197 6 581 6.0 1.4070588235294117 581.0 191.05176470588236 dns 851 | 366 24962 6 410 6.0 0.8611764705882353 410.0 58.734117647058824 603 81555 5 358 5.0 1.4154929577464788 358.0 191.44366197183098 dns 852 | 369 25168 3 206 3.0 0.8661971830985915 206.0 59.07981220657277 603 81555 5 358 5.0 1.4154929577464788 358.0 191.44366197183098 dns 853 | 369 25168 3 206 3.0 0.8661971830985915 206.0 59.07981220657277 604 81779 1 224 1.0 1.414519906323185 224.0 191.519906323185 dns 854 | 369 25168 0 0 0.0 0.8641686182669789 0.0 58.941451990632316 604 81779 1 224 1.0 1.414519906323185 224.0 191.519906323185 dns 855 | 369 25168 0 0 0.0 0.8641686182669789 0.0 58.941451990632316 604 81779 0 0 0.0 1.411214953271028 0.0 191.07242990654206 dns 856 | 369 25168 0 0 0.0 0.8621495327102804 0.0 58.80373831775701 604 81779 0 0 0.0 1.411214953271028 0.0 191.07242990654206 dns 857 | 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58.35214446952596 624 84804 1 347 1.0 1.4054054054054055 347.0 191.0 dns 888 | 379 25850 0 0 0.0 0.8536036036036037 0.0 58.22072072072072 624 84804 1 347 1.0 1.4054054054054055 347.0 191.0 dns 889 | 379 25850 0 0 0.0 0.8536036036036037 0.0 58.22072072072072 624 84804 0 0 0.0 1.402247191011236 0.0 190.57078651685393 dns 890 | 379 25850 0 0 0.0 0.851685393258427 0.0 58.08988764044944 624 84804 0 0 0.0 1.402247191011236 0.0 190.57078651685393 dns 891 | 379 25850 0 0 0.0 0.851685393258427 0.0 58.08988764044944 625 85137 1 333 1.0 1.4013452914798206 333.0 190.89013452914799 dns 892 | 379 25850 0 0 0.0 0.8497757847533632 0.0 57.95964125560538 625 85137 1 333 1.0 1.4013452914798206 333.0 190.89013452914799 dns 893 | 379 25850 0 0 0.0 0.8497757847533632 0.0 57.95964125560538 625 85137 0 0 0.0 1.3982102908277405 0.0 190.46308724832215 dns 894 | 379 25850 0 0 0.0 0.8478747203579419 0.0 57.82997762863535 625 85137 0 0 0.0 1.3982102908277405 0.0 190.46308724832215 dns 895 | 379 25850 0 0 0.0 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0.8548951048951049 0.0 58.30769230769231 805 109945 0 0 0.0 1.4048865619546247 0.0 191.8760907504363 dns 1146 | 489 33352 0 0 0.0 0.8534031413612565 0.0 58.20593368237347 805 109945 0 0 0.0 1.4048865619546247 0.0 191.8760907504363 dns 1147 | 489 33352 0 0 0.0 0.8534031413612565 0.0 58.20593368237347 806 110192 1 247 1.0 1.4041811846689896 247.0 191.97212543554008 dns 1148 | 489 33352 0 0 0.0 0.8519163763066202 0.0 58.10452961672474 806 110192 1 247 1.0 1.4041811846689896 247.0 191.97212543554008 dns 1149 | 489 33352 0 0 0.0 0.8519163763066202 0.0 58.10452961672474 807 110431 1 239 1.0 1.4034782608695653 239.0 192.05391304347827 dns 1150 | 489 33352 0 0 0.0 0.8504347826086956 0.0 58.003478260869564 807 110431 1 239 1.0 1.4034782608695653 239.0 192.05391304347827 dns 1151 | 489 33352 0 0 0.0 0.8504347826086956 0.0 58.003478260869564 807 110431 0 0 0.0 1.4010416666666667 0.0 191.72048611111111 dns 1152 | 489 33352 0 0 0.0 0.8489583333333334 0.0 57.90277777777778 807 110431 0 0 0.0 1.4010416666666667 0.0 191.72048611111111 dns 1153 | 489 33352 0 0 0.0 0.8489583333333334 0.0 57.90277777777778 808 110502 1 71 1.0 1.4003466204506065 71.0 191.51126516464473 dns 1154 | 490 33418 1 66 1.0 0.8492201039861352 66.0 57.91681109185442 808 110502 1 71 1.0 1.4003466204506065 71.0 191.51126516464473 dns 1155 | 490 33418 1 66 1.0 0.8492201039861352 66.0 57.91681109185442 818 111470 10 968 10.0 1.4152249134948096 968.0 192.85467128027682 dns 1156 | -------------------------------------------------------------------------------- /simple_monitor_AK.py: -------------------------------------------------------------------------------- 1 | from operator import attrgetter 2 | from datetime import datetime 3 | from ryu.app import simple_switch_13 4 | from ryu.controller import ofp_event 5 | from ryu.controller.handler import MAIN_DISPATCHER, DEAD_DISPATCHER 6 | from ryu.controller.handler import set_ev_cls 7 | from ryu.lib import hub 8 | 9 | 10 | class SimpleMonitor13(simple_switch_13.SimpleSwitch13): 11 | 12 | def __init__(self, *args, **kwargs): 13 | super(SimpleMonitor13, self).__init__(*args, **kwargs) 14 | self.datapaths = {} 15 | self.monitor_thread = hub.spawn(self._monitor) 16 | self.fields = {'time':'','datapath':'','in-port':'','eth_src':'','eth_dst':'','out-port':'','total_packets':0,'total_bytes':0} 17 | 18 | @set_ev_cls(ofp_event.EventOFPStateChange, 19 | [MAIN_DISPATCHER, DEAD_DISPATCHER]) 20 | def _state_change_handler(self, ev): 21 | datapath = ev.datapath 22 | if ev.state == MAIN_DISPATCHER: 23 | if datapath.id not in self.datapaths: 24 | self.logger.debug('register datapath: %016x', datapath.id) 25 | self.datapaths[datapath.id] = datapath 26 | elif ev.state == DEAD_DISPATCHER: 27 | if datapath.id in self.datapaths: 28 | self.logger.debug('unregister datapath: %016x', datapath.id) 29 | del self.datapaths[datapath.id] 30 | 31 | def _monitor(self): 32 | self.logger.info('time\tdatapath\tin-port\teth-src\teth-dst\tout-port\ttotal_packets\ttotal_bytes') 33 | while True: 34 | for dp in self.datapaths.values(): 35 | self._request_stats(dp) 36 | hub.sleep(1) 37 | 38 | def _request_stats(self, datapath): 39 | self.logger.debug('send stats request: %016x', datapath.id) 40 | ofproto = datapath.ofproto 41 | parser = datapath.ofproto_parser 42 | 43 | req = parser.OFPFlowStatsRequest(datapath) 44 | datapath.send_msg(req) 45 | 46 | req = parser.OFPPortStatsRequest(datapath, 0, ofproto.OFPP_ANY) 47 | datapath.send_msg(req) 48 | 49 | @set_ev_cls(ofp_event.EventOFPFlowStatsReply, MAIN_DISPATCHER) 50 | def _flow_stats_reply_handler(self, ev): 51 | body = ev.msg.body 52 | 53 | for stat in sorted([flow for flow in body if flow.priority == 1], 54 | key=lambda flow: (flow.match['in_port'], 55 | flow.match['eth_dst'])): 56 | #print details of flows 57 | self.fields['time'] = datetime.utcnow().strftime('%s') 58 | self.fields['datapath'] = ev.msg.datapath.id 59 | self.fields['in-port'] = stat.match['in_port'] 60 | self.fields['eth_src'] = stat.match['eth_src'] 61 | self.fields['eth_dst'] = stat.match['eth_dst'] 62 | self.fields['out-port'] = stat.instructions[0].actions[0].port 63 | self.fields['total_packets'] = stat.packet_count 64 | self.fields['total_bytes'] = stat.byte_count 65 | 66 | self.logger.info('data\t%s\t%x\t%x\t%s\t%s\t%x\t%d\t%d',self.fields['time'],self.fields['datapath'],self.fields['in-port'],self.fields['eth_src'],self.fields['eth_dst'],self.fields['out-port'],self.fields['total_packets'],self.fields['total_bytes']) 67 | -------------------------------------------------------------------------------- /traffic_classifier_python3.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/python 2 | from prettytable import PrettyTable #to display output from ML model 3 | import subprocess, sys #to handle the Ryu output 4 | import signal #for timer 5 | import os #for process handling 6 | import numpy as np #for model features 7 | import pickle #to use ML model real-time 8 | 9 | ## command to run ## 10 | cmd = "sudo ryu run /usr/local/lib/python2.7/dist-packages/ryu/app/simple_monitor_AK.py" 11 | flows = {} #empty flow dictionary 12 | TIMEOUT = 15*60 #15 min #how long to collect training data 13 | 14 | class Flow: 15 | def __init__(self, time_start, datapath, inport, ethsrc, ethdst, outport, packets, bytes): 16 | self.time_start = time_start 17 | self.datapath = datapath 18 | self.inport = inport 19 | self.ethsrc = ethsrc 20 | self.ethdst = ethdst 21 | self.outport = outport 22 | 23 | #attributes for forward flow direction (source -> destination) 24 | self.forward_packets = packets 25 | self.forward_bytes = bytes 26 | self.forward_delta_packets = 0 27 | self.forward_delta_bytes = 0 28 | self.forward_inst_pps = 0.00 29 | self.forward_avg_pps = 0.00 30 | self.forward_inst_bps = 0.00 31 | self.forward_avg_bps = 0.00 32 | self.forward_status = 'ACTIVE' 33 | self.forward_last_time = time_start 34 | 35 | #attributes for reverse flow direction (destination -> source) 36 | self.reverse_packets = 0 37 | self.reverse_bytes = 0 38 | self.reverse_delta_packets = 0 39 | self.reverse_delta_bytes = 0 40 | self.reverse_inst_pps = 0.00 41 | self.reverse_avg_pps = 0.00 42 | self.reverse_inst_bps = 0.00 43 | self.reverse_avg_bps = 0.00 44 | self.reverse_status = 'INACTIVE' 45 | self.reverse_last_time = time_start 46 | 47 | #updates the attributes in the forward flow direction 48 | def updateforward(self, packets, bytes, curr_time): 49 | self.forward_delta_packets = packets - self.forward_packets 50 | self.forward_packets = packets 51 | if curr_time != self.time_start: self.forward_avg_pps = packets/float(curr_time-self.time_start) 52 | if curr_time != self.forward_last_time: self.forward_inst_pps = self.forward_delta_packets/float(curr_time-self.forward_last_time) 53 | 54 | self.forward_delta_bytes = bytes - self.forward_bytes 55 | self.forward_bytes = bytes 56 | if curr_time != self.time_start: self.forward_avg_bps = bytes/float(curr_time-self.time_start) 57 | if curr_time != self.forward_last_time: self.forward_inst_bps = self.forward_delta_bytes/float(curr_time-self.forward_last_time) 58 | self.forward_last_time = curr_time 59 | 60 | if (self.forward_delta_bytes==0 or self.forward_delta_packets==0): #if the flow did not receive any packets of bytes 61 | self.forward_status = 'INACTIVE' 62 | else: 63 | self.forward_status = 'ACTIVE' 64 | 65 | #updates the attributes in the reverse flow direction 66 | def updatereverse(self, packets, bytes, curr_time): 67 | self.reverse_delta_packets = packets - self.reverse_packets 68 | self.reverse_packets = packets 69 | if curr_time != self.time_start: self.reverse_avg_pps = packets/float(curr_time-self.time_start) 70 | if curr_time != self.reverse_last_time: self.reverse_inst_pps = self.reverse_delta_packets/float(curr_time-self.reverse_last_time) 71 | 72 | self.reverse_delta_bytes = bytes - self.reverse_bytes 73 | self.reverse_bytes = bytes 74 | if curr_time != self.time_start: self.reverse_avg_bps = bytes/float(curr_time-self.time_start) 75 | if curr_time != self.reverse_last_time: self.reverse_inst_bps = self.reverse_delta_bytes/float(curr_time-self.reverse_last_time) 76 | self.reverse_last_time = curr_time 77 | 78 | if (self.reverse_delta_bytes==0 or self.reverse_delta_packets==0): #if the flow did not receive any packets of bytes 79 | self.reverse_status = 'INACTIVE' 80 | else: 81 | self.reverse_status = 'ACTIVE' 82 | 83 | #function to print flow attributes and output of ML model to classify the flow 84 | def printclassifier(model): 85 | x = PrettyTable() 86 | x.field_names = ["Flow ID", "Src MAC", "Dest MAC", "Traffic Type","Forward Status","Reverse Status"] 87 | 88 | for key,flow in flows.items(): 89 | features = np.asarray([flow.forward_delta_packets,flow.forward_delta_bytes,flow.forward_inst_pps,flow.forward_avg_pps,flow.forward_inst_bps, flow.forward_avg_bps, flow.reverse_delta_packets,flow.reverse_delta_bytes,flow.reverse_inst_pps,flow.reverse_avg_pps,flow.reverse_inst_bps,flow.reverse_avg_bps]).reshape(1,-1) #convert to array so the model can understand the features properly 90 | 91 | label = model.predict(features.tolist()) #if model is supervised (logistic regression) then the label is the type of traffic 92 | 93 | #if the model is unsupervised, the label is a cluster number. Refer to Jupyter notebook to see how cluster numbers map to labels 94 | if label == 0: label = ['dns'] 95 | elif label == 1: label = ['ping'] 96 | elif label == 2: label = ['telnet'] 97 | elif label == 3: label = ['voice'] 98 | 99 | x.add_row([key, flow.ethsrc, flow.ethdst, label[0],flow.forward_status,flow.reverse_status]) 100 | print(x)#print output in pretty mode (i.e. formatted table) 101 | 102 | #function to print flow attributes when collecting training data 103 | def printflows(traffic_type,f): 104 | for key,flow in flows.items(): 105 | outstring = '\t'.join([ 106 | str(flow.forward_packets), 107 | str(flow.forward_bytes), 108 | str(flow.forward_delta_packets), 109 | str(flow.forward_delta_bytes), 110 | str(flow.forward_inst_pps), 111 | str(flow.forward_avg_pps), 112 | str(flow.forward_inst_bps), 113 | str(flow.forward_avg_bps), 114 | str(flow.reverse_packets), 115 | str(flow.reverse_bytes), 116 | str(flow.reverse_delta_packets), 117 | str(flow.reverse_delta_bytes), 118 | str(flow.reverse_inst_pps), 119 | str(flow.reverse_avg_pps), 120 | str(flow.reverse_inst_bps), 121 | str(flow.reverse_avg_bps), 122 | str(traffic_type)]) 123 | f.write(outstring+'\n') 124 | 125 | def run_ryu(p,traffic_type=None,f=None,model=None): 126 | ## run it ## 127 | time = 0 128 | while True: 129 | #print 'going through loop' 130 | out = p.stdout.readline() 131 | if out == '' and p.poll() != None: 132 | break 133 | if out != '' and out.startswith(b'data'): #when Ryu 'simple_monitor_AK.py' script returns output 134 | fields = out.split(b'\t')[1:] #split the flow details 135 | 136 | fields = [f.decode(encoding='utf-8', errors='strict') for f in fields] #decode flow details 137 | 138 | unique_id = hash(''.join([fields[1],fields[3],fields[4]])) #create unique ID for flow based on switch ID, source host,and destination host 139 | if unique_id in flows.keys(): 140 | flows[unique_id].updateforward(int(fields[6]),int(fields[7]),int(fields[0])) #update forward attributes with time, packet, and byte count 141 | else: 142 | rev_unique_id = hash(''.join([fields[1],fields[4],fields[3]])) #switch source and destination to generate same hash for src/dst and dst/src 143 | if rev_unique_id in flows.keys(): 144 | flows[rev_unique_id].updatereverse(int(fields[6]),int(fields[7]),int(fields[0])) #update reverse attributes with time, packet, and byte count 145 | else: 146 | flows[unique_id] = Flow(int(fields[0]), fields[1], fields[2], fields[3], fields[4], fields[5], int(fields[6]), int(fields[7])) #create new flow object 147 | if not model is None: 148 | if time%10==0: #print output of model every 10 seconds 149 | printclassifier(model) 150 | else: 151 | printflows(traffic_type,f) #for training data 152 | time += 1 153 | 154 | #print help output in case of incorrect options 155 | def printHelp(): 156 | print("Usage: sudo python traffic_classifier.py [subcommand] [options]") 157 | print("\tTo collect training data for a certain type of traffic, run: sudo python traffic_classifier.py train [voice|video|ftp]") 158 | print("\tTo start a near real time traffic classification application using unsupervised ML, run: sudo python traffic_classifier.py unsupervised") 159 | print("\tTo start a near real time traffic classification application using supervised ML, run: sudo python traffic_classifier.py unsupervised") 160 | return 161 | 162 | #for timer to collect flow training data 163 | def alarm_handler(signum, frame): 164 | print("Finished collecting data.") 165 | raise Exception() 166 | 167 | if __name__ == '__main__': 168 | SUBCOMMANDS = ('train', 'unsupervised', 'supervised') 169 | 170 | if len(sys.argv) < 2: 171 | print("ERROR: Incorrect # of args") 172 | print() 173 | printHelp() 174 | sys.exit(); 175 | else: 176 | if len(sys.argv) == 2: 177 | if sys.argv[1] not in SUBCOMMANDS: 178 | print("ERROR: Unknown subcommand argument.") 179 | print(" Currently subaccepted commands are: %s" % str(SUBCOMMANDS).strip('()')) 180 | print() 181 | printHelp() 182 | sys.exit(); 183 | 184 | if len(sys.argv) == 1: 185 | # Called with no arguments 186 | printHelp() 187 | elif len(sys.argv) >= 2: 188 | if sys.argv[1] == "train": 189 | if len(sys.argv) == 3: 190 | p = subprocess.Popen(cmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.STDOUT) #start Ryu process 191 | traffic_type = sys.argv[2] 192 | f = open(traffic_type+'_training_data.csv', 'w') #open training data output file 193 | signal.signal(signal.SIGALRM, alarm_handler) #start signal process 194 | signal.alarm(TIMEOUT) #set for 15 minutes 195 | try: 196 | headers = 'Forward Packets\tForward Bytes\tDelta Forward Packets\tDelta Forward Bytes\tForward Instantaneous Packets per Second\tForward Average Packets per second\tForward Instantaneous Bytes per Second\tForward Average Bytes per second\tReverse Packets\tReverse Bytes\tDelta Reverse Packets\tDelta Reverse Bytes\tDeltaReverse Instantaneous Packets per Second\tReverse Average Packets per second\tReverse Instantaneous Bytes per Second\tReverse Average Bytes per second\tTraffic Type\n' 197 | f.write(headers) 198 | run_ryu(p,traffic_type=traffic_type,f=f) 199 | except Exception: 200 | print('Exiting') 201 | os.killpg(os.getpgid(p.pid), signal.SIGTERM) #kill ryu process on exit 202 | f.close() 203 | else: 204 | print("ERROR: specify traffic type.\n") 205 | printHelp() 206 | else: 207 | p = subprocess.Popen(cmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.STDOUT) #start ryu process 208 | if sys.argv[1] == 'supervised': 209 | infile = open('LogisticRegression','rb') 210 | elif sys.argv[1] == 'unsupervised': 211 | infile = open('KMeans_Clustering','rb') 212 | model = pickle.load(infile) #unload previously trained ML model (refer to Jupyter notebook for details) 213 | infile.close() 214 | run_ryu(p,model=model) 215 | sys.exit(); 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