File size: 7,811 Bytes
43fd74b | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 | [
{
"epoch": 1,
"loss": 0.6686453428761713,
"elapsed_seconds": 8.71256791599808,
"accuracy": 0.8037442396313365,
"precision": 0.7224080267558528,
"recall": 0.814927468413664,
"f1": 0.765883759603095,
"false_alarm_rate": 0.2035241788321168,
"miss_rate": 0.185072531586336,
"threshold": 0.31999999999999995,
"fixed_0_5_f1": 0.7043037035788339
},
{
"epoch": 2,
"loss": 0.554987029782657,
"elapsed_seconds": 7.3522632909989625,
"accuracy": 0.846036866359447,
"precision": 0.7891653245959904,
"recall": 0.8312178287318671,
"f1": 0.8096458992108938,
"false_alarm_rate": 0.14433166058394162,
"miss_rate": 0.16878217126813289,
"threshold": 0.4099999999999999,
"fixed_0_5_f1": 0.7949665556946948
},
{
"epoch": 3,
"loss": 0.5157594269719618,
"elapsed_seconds": 7.07947454099849,
"accuracy": 0.8560714285714286,
"precision": 0.7942396875762753,
"recall": 0.8565161441272813,
"f1": 0.8242031942587772,
"false_alarm_rate": 0.1442176094890511,
"miss_rate": 0.14348385587271875,
"threshold": 0.3,
"fixed_0_5_f1": 0.7878360850000801
},
{
"epoch": 4,
"loss": 0.45891835360691463,
"elapsed_seconds": 7.055543165999552,
"accuracy": 0.8850345622119815,
"precision": 0.8367874926975826,
"recall": 0.8797379503977538,
"f1": 0.8577253739003978,
"false_alarm_rate": 0.11152296228710462,
"miss_rate": 0.12026204960224614,
"threshold": 0.37999999999999995,
"fixed_0_5_f1": 0.8469178861172189
},
{
"epoch": 5,
"loss": 0.4393227614205459,
"elapsed_seconds": 7.123187124998367,
"accuracy": 0.8942281105990784,
"precision": 0.8420822277539185,
"recall": 0.9003275620028077,
"f1": 0.8702313813622808,
"false_alarm_rate": 0.10973616180048662,
"miss_rate": 0.09967243799719233,
"threshold": 0.5399999999999999,
"fixed_0_5_f1": 0.8690602490367971
},
{
"epoch": 6,
"loss": 0.40598839213108195,
"elapsed_seconds": 7.728116750000481,
"accuracy": 0.9017165898617512,
"precision": 0.8575449352096977,
"recall": 0.9000058493214788,
"f1": 0.8782624826976041,
"false_alarm_rate": 0.09717153284671533,
"miss_rate": 0.09999415067852128,
"threshold": 0.62,
"fixed_0_5_f1": 0.8706310447189506
},
{
"epoch": 7,
"loss": 0.4059724561099348,
"elapsed_seconds": 7.395234250001522,
"accuracy": 0.906036866359447,
"precision": 0.8673250564334086,
"recall": 0.8989822180627047,
"f1": 0.8828699448529413,
"false_alarm_rate": 0.08937804136253041,
"miss_rate": 0.10101778193729527,
"threshold": 0.4799999999999999,
"fixed_0_5_f1": 0.8817869217210391
},
{
"epoch": 8,
"loss": 0.37956942669276533,
"elapsed_seconds": 7.249073541999678,
"accuracy": 0.9088133640552996,
"precision": 0.8779884346500187,
"recall": 0.8925479644361254,
"f1": 0.8852083363548028,
"false_alarm_rate": 0.08061511557177616,
"miss_rate": 0.10745203556387459,
"threshold": 0.57,
"fixed_0_5_f1": 0.8843839358115316
},
{
"epoch": 9,
"loss": 0.3707546304012167,
"elapsed_seconds": 7.321023499996954,
"accuracy": 0.9126152073732718,
"precision": 0.8823613945333831,
"recall": 0.8978708469817501,
"f1": 0.890048561281438,
"false_alarm_rate": 0.07780185523114355,
"miss_rate": 0.10212915301824989,
"threshold": 0.4699999999999999,
"fixed_0_5_f1": 0.8892169185349741
},
{
"epoch": 10,
"loss": 0.36226719926143514,
"elapsed_seconds": 8.081949041999906,
"accuracy": 0.908652073732719,
"precision": 0.8604880994866445,
"recall": 0.9167349087505849,
"f1": 0.8877214347413587,
"false_alarm_rate": 0.09660127737226278,
"miss_rate": 0.08326509124941507,
"threshold": 0.5399999999999999,
"fixed_0_5_f1": 0.886519357143858
},
{
"epoch": 11,
"loss": 0.37090496873033457,
"elapsed_seconds": 7.963082500002201,
"accuracy": 0.9163940092165899,
"precision": 0.8903283772425586,
"recall": 0.8984265325222274,
"f1": 0.8943591236625663,
"false_alarm_rate": 0.07192822384428224,
"miss_rate": 0.10157346747777257,
"threshold": 0.5499999999999999,
"fixed_0_5_f1": 0.8930540242557883
},
{
"epoch": 12,
"loss": 0.3591049221055261,
"elapsed_seconds": 7.2273035420003,
"accuracy": 0.91036866359447,
"precision": 0.8642230680125765,
"recall": 0.9164424426766495,
"f1": 0.8895670688431513,
"false_alarm_rate": 0.09357892335766424,
"miss_rate": 0.08355755732335049,
"threshold": 0.5499999999999999,
"fixed_0_5_f1": 0.8886739014609798
},
{
"epoch": 13,
"loss": 0.34848099124842674,
"elapsed_seconds": 7.2729878749996715,
"accuracy": 0.9095276497695852,
"precision": 0.8587539840366123,
"recall": 0.921970051474029,
"f1": 0.8892399260941312,
"false_alarm_rate": 0.09855915450121655,
"miss_rate": 0.07802994852597099,
"threshold": 0.5099999999999999,
"fixed_0_5_f1": 0.8888232231556137
},
{
"epoch": 14,
"loss": 0.36074137584916477,
"elapsed_seconds": 7.317171624999901,
"accuracy": 0.9165898617511521,
"precision": 0.8765928906773978,
"recall": 0.9174075807206364,
"f1": 0.8965359551846348,
"false_alarm_rate": 0.08394160583941605,
"miss_rate": 0.08259241927936359,
"threshold": 0.49999999999999994,
"fixed_0_5_f1": 0.8965359551846348
},
{
"epoch": 15,
"loss": 0.34603760571315373,
"elapsed_seconds": 7.179848791001859,
"accuracy": 0.9125115207373272,
"precision": 0.8778125,
"recall": 0.9036909218530651,
"f1": 0.8905637537468296,
"false_alarm_rate": 0.08175562652068126,
"miss_rate": 0.09630907814693496,
"threshold": 0.48999999999999994,
"fixed_0_5_f1": 0.8904491541339805
},
{
"epoch": 16,
"loss": 0.341331767110989,
"elapsed_seconds": 7.022008708001522,
"accuracy": 0.915184331797235,
"precision": 0.8766988655509379,
"recall": 0.9131083294337857,
"f1": 0.8945332645693658,
"false_alarm_rate": 0.08346639294403893,
"miss_rate": 0.08689167056621432,
"threshold": 0.5599999999999999,
"fixed_0_5_f1": 0.8933743612906869
},
{
"epoch": 17,
"loss": 0.3445210888467986,
"elapsed_seconds": 7.093474582998169,
"accuracy": 0.9121428571428571,
"precision": 0.8657213656387666,
"recall": 0.9196010762751521,
"f1": 0.8918481960517358,
"false_alarm_rate": 0.09270453163017031,
"miss_rate": 0.08039892372484791,
"threshold": 0.57,
"fixed_0_5_f1": 0.8900419857443751
},
{
"epoch": 18,
"loss": 0.33865347658765727,
"elapsed_seconds": 7.130151833000127,
"accuracy": 0.9156566820276497,
"precision": 0.8847178077484752,
"recall": 0.903632428638278,
"f1": 0.8940750922375751,
"false_alarm_rate": 0.07652828467153285,
"miss_rate": 0.09636757136172204,
"threshold": 0.5599999999999999,
"fixed_0_5_f1": 0.8932243456466634
},
{
"epoch": 19,
"loss": 0.33929446545140496,
"elapsed_seconds": 7.077023041998473,
"accuracy": 0.9157834101382488,
"precision": 0.885062739930098,
"recall": 0.9035446888160973,
"f1": 0.8942082259978581,
"false_alarm_rate": 0.07626216545012166,
"miss_rate": 0.09645531118390267,
"threshold": 0.61,
"fixed_0_5_f1": 0.8917919367766795
},
{
"epoch": 20,
"loss": 0.34355349376283845,
"elapsed_seconds": 7.516699709001841,
"accuracy": 0.9161520737327189,
"precision": 0.88662874217089,
"recall": 0.9025503041647169,
"f1": 0.8945186817009189,
"false_alarm_rate": 0.07500760340632603,
"miss_rate": 0.09744969583528311,
"threshold": 0.61,
"fixed_0_5_f1": 0.892152583184308
}
]
|