python_ml/validate-detection.py

   1 from datetime import datetime
   2
   3
   4 path = "/scratch/July-2018/experimental_result/smarthome/"
   5 #path = "/scratch/July-2018/experimental_result/standalone/"
   6 # D-Link plug
   7 #device = "dlink-plug/self-test"
   8 #fileExperiment = "dlink-plug-nov-7-2018.timestamps"
   9 #fileDetection = "device-side-detection"
  10 #fileDetection = "phone-side-detection"
  11 #device = "dlink-plug/timestamps"
  12 #fileExperiment = "dlink-plug-smarthome-nov-8-2018.timestamps"
  13 #fileDetection = "dlink-plug-smarthome-nov-8-2018.phone.wlan1.detections"
  14 #fileDetection = "dlink-plug-smarthome-nov-8-2018.phone.eth0.detections"
  15 #fileDetection = "dlink-plug-smarthome-nov-8-2018.device.eth0.detections"
  16
  17 # TP-Link plug
  18 #device = "tplink-plug/self-test"
  19 #fileExperiment = "tplink-plug-nov-8-2018.timestamps"
  20 #fileDetection = "device-side-detection"
  21 #fileDetection = "phone-side-detection"
  22 #device = "tplink-plug/timestamps"
  23 #fileExperiment = "tplink-plug-smarthome-nov-9-2018.timestamps"
  24 #fileDetection = "tplink-plug-smarthome-nov-9-2018.eth0.device.detections"
  25 #fileDetection = "tplink-plug-smarthome-nov-9-2018.wlan1.phone.detections"
  26
  27 # D-Link siren
  28 #device = "dlink-siren/self-test"
  29 #fileExperiment = "dlink-siren-nov-9-2018.timestamps"
  30 #fileDetection = "phone-side-detection"
  31 #device = "dlink-siren/timestamps"
  32 #fileExperiment = "dlink-siren-smarthome-nov-10-2018.timestamps"
  33 #fileDetection = "dlink-siren-smarthome-nov-10-2018.eth0.phone.detections"
  34
  35 # Kwikset door lock
  36 #device = "kwikset-doorlock/self-test"
  37 #fileExperiment = "kwikset-doorlock-nov-10-2018.timestamps"
  38 #fileDetection = "phone-side-detection"
  39 #device = "kwikset-doorlock/timestamps"
  40 #fileExperiment = "kwikset-doorlock-smarthome-nov-10-2018.timestamps"
  41 #fileDetection = "kwikset-doorlock-smarthome-nov-10-2018.eth0.phone.detections"
  42
  43 # SmartThings plug
  44 #device = "st-plug/self-test"
  45 #fileExperiment = "st-plug-nov-13-2018.timestamps"
  46 #fileDetection = "phone-side-detection"
  47 #device = "st-plug/timestamps"
  48 #fileExperiment = "st-plug-smarthome-nov-13-2018.timestamps"
  49 #fileDetection = "st-plug-smarthome-nov-13-2018.eth0.phone.detections"
  50
  51 # Arlo camera
  52 #device = "arlo-camera/self-test"
  53 #fileExperiment = "arlo-camera-nov-13-2018.timestamps"
  54 #fileDetection = "phone-side-detection"
  55 #device = "arlo-camera/timestamps"
  56 #fileExperiment = "arlo-camera-smarthome-nov-15-2018.timestamps"
  57 #fileDetection = "arlo-camera-smarthome-nov-15-2018.phone.eth0.detections"
  58
  59 # Nest Thermostat
  60 #device = "nest-thermostat/self-test"
  61 #fileExperiment = "nest-thermostat-nov-15-2018.timestamps"
  62 #fileDetection = "phone-side-detection"
  63 #device = "nest-thermostat/timestamps"
  64 #fileExperiment = "nest-thermostat-smarthome-nov-16-2018.timestamps"
  65 #fileDetection = "nest-thermostat-smarthome-nov-16-2018.phone.eth0.detections"
  66
  67 # TP-Link Bulb
  68 #device = "tplink-bulb/self-test"
  69 #fileExperiment = "tplink-bulb-nov-16-2018.timestamps"
  70 #fileDetection = "phone-side-detection"
  71 #device = "tplink-bulb/timestamps"
  72 #fileExperiment = "tplink-bulb-smarthome-nov-19-2018.timestamps"
  73 #fileDetection = "tplink-bulb-smarthome-nov-19-2018.phone.wlan1.detections"
  74
  75 # Hue bulb
  76 #device = "hue-bulb/self-test"
  77 #fileExperiment = "hue-bulb-aug-7-2018.timestamps"
  78 #fileDetection = "phone-side-detection"
  79
  80 # WeMo plug
  81 #device = "wemo-plug/self-test"
  82 #fileExperiment = "wemo-plug-nov-20-2018.timestamps"
  83 #fileDetection = "phone-side-detection"
  84 #device = "wemo-plug/timestamps"
  85 #fileExperiment = "wemo-plug-smarthome-nov-21-2018.timestamps"
  86 #fileDetection = "wemo-plug-smarthome-nov-21-2018.phone.wlan1.detections"
  87
  88 # WeMo Insight plug
  89 #device = "wemo-insight-plug/self-test"
  90 #fileExperiment = "wemo-insight-plug-nov-21-2018.timestamps"
  91 #fileDetection = "phone-side-detection"
  92 #device = "wemo-insight-plug/timestamps"
  93 #fileExperiment = "wemo-insight-plug-smarthome-nov-22-2018.timestamps"
  94 #fileDetection = "wemo-insight-plug-smarthome-nov-22-2018.phone.wlan1.detections"
  95
  96 # Blossom sprinkler
  97 #device = "blossom-sprinkler/self-test"
  98 #fileExperiment = "blossom-sprinkler-standalone-jan-9-2019.timestamps"
  99 #fileExperiment = "blossom-sprinkler-standalone-jan-11-2019.timestamps"
 100 #fileExperiment = "blossom-sprinkler-standalone-jan-14-2019.timestamps"
 101 #fileDetection = "phone-side-detection"
 102 #fileDetection = "device-side-detection"
 103 device = "blossom-sprinkler/timestamps"
 104 #fileExperiment = "blossom-sprinkler-smarthome-jan-10-2019.timestamps"
 105 #fileExperiment = "blossom-sprinkler-smarthome-jan-11-2019.timestamps"
 106 fileExperiment = "blossom-sprinkler-smarthome-jan-14-2019.timestamps"
 107 #fileDetection = "blossom-sprinkler-smarthome-jan-10-2019.device.wlan1.detections"
 108 #fileDetection = "blossom-sprinkler-smarthome-jan-11-2019.phone.wlan1.detections"
 109 #fileDetection = "blossom-sprinkler-smarthome-jan-14-2019.device.eth0.detections"
 110 fileDetection = "blossom-sprinkler-smarthome-jan-14-2019.phone.eth0.detections"
 111
 112 TIME_WINDOW = 15 # detection/signature window of 15 seconds
 113 #NEG_TIME_WINDOW = -15 # detection/signature window of 15 seconds
 114
 115 # Open training timestamps file and store into a list
 116 with open(path + device + "/" + fileExperiment, "r") as experiment:
 117         tsExperimentList = []
 118         for line in experiment:
 119                 # Format "%m/%d/%Y %I:%M:%S %p"
 120                 tsE = datetime.strptime(line, "%m/%d/%Y %I:%M:%S %p\n")
 121                 tsExperimentList.append(tsE)
 122
 123 # Open detection timestamps file and store into a list
 124 with open(path + device + "/" + fileDetection, "r") as detection:
 125         tsDetectionList = []
 126         for line in detection:
 127                 # Format "%b %d, %Y %I:%M:%S %p"
 128                 tsD = datetime.strptime(line, "%b %d, %Y %I:%M:%S %p\n")
 129                 tsDetectionList.append(tsD)
 130
 131 if (len(tsExperimentList) > len(tsDetectionList)):
 132         maxTimestamps = len(tsExperimentList)
 133 else:
 134         maxTimestamps = len(tsDetectionList)
 135
 136 i = 0
 137 j = 0
 138 while i < maxTimestamps:
 139         if(len(tsExperimentList) <= i or len(tsDetectionList) <= j):
 140                 break;
 141
 142         tsE = tsExperimentList[i]
 143         tsD = tsDetectionList[j]
 144         # Detection is always a bit later than training trigger
 145         delta1 = tsD - tsE
 146         delta2 = tsE - tsD
 147         #print("tsE: " + str(tsE) + " - tsD: " + str(tsD) + " - delta1: " + str(delta1.seconds) + " - delta2: " + str(delta2.seconds))
 148         # The following happens when we could detect less triggers than the experiment
 149         if (delta1.seconds > TIME_WINDOW and delta2.seconds > TIME_WINDOW):
 150                 print("Missing trigger at line: " + str(i) + ", t_experiment: " + str(tsE) + " and t_detection: " + str(tsD))
 151                 #print(str(tsD))
 152                 i = i + 1
 153         # The following should not happen (we have more detected triggers than the experiment)
 154         #elif (delta.seconds < NEG_TIME_WINDOW):
 155         #       print("Mismatch at t_experiment: " + str(tsE) + " and t_detection: " + str(tsD))
 156         #       j = j + 1
 157         i = i + 1
 158         j = j + 1
 159
 160 print("Done parsing: " + str(i) + " lines")