File size: 4,984 Bytes
204bbcd | 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 | {
"history": [
{
"epoch": 0,
"train_loss": 0.2204377075929651,
"val_f1_macro": 0.812429934035563,
"val_f1_micro": 0.8767498062103871,
"val_exact_match": 0.8713114754098361,
"val_per_class_f1": {
"AddGaussianNoise": 0.9953775038520801,
"PitchShift": 0.9806051202482544,
"TimeStretch": 0.9449056603773585,
"Shift": 0.10300429184549356,
"ClippingDistortion": 0.5722964763061968,
"LowPassFilter": 1.0,
"HighPassFilter": 1.0,
"None": 0.9032504196551198
},
"lr": 0.0003803824881109282,
"seconds": 243.04795908927917,
"test_f1_macro": 0.8340608749354707,
"test_f1_micro": 0.8994505620818869,
"test_per_class_f1": {
"AddGaussianNoise": 0.9978894708043461,
"PitchShift": 0.9364758698092032,
"TimeStretch": 0.9451948455208818,
"Shift": 0.13232104121475055,
"ClippingDistortion": 0.7434185278993015,
"LowPassFilter": 0.9976689976689976,
"HighPassFilter": 0.9990909090909091,
"None": 0.9204273374753751
}
},
{
"epoch": 1,
"train_loss": 0.05799095938288961,
"val_f1_macro": 0.8825735645864198,
"val_f1_micro": 0.9018659610383686,
"val_exact_match": 0.8925318761384335,
"val_per_class_f1": {
"AddGaussianNoise": 0.98989898989899,
"PitchShift": 0.9938650306748467,
"TimeStretch": 0.9680365296803652,
"Shift": 0.4717557251908397,
"ClippingDistortion": 0.7168949771689498,
"LowPassFilter": 1.0,
"HighPassFilter": 1.0,
"None": 0.9201372640773671
},
"lr": 0.0004957208934481434,
"seconds": 296.15705394744873,
"test_f1_macro": 0.8946735269574524,
"test_f1_micro": 0.9125934233629652,
"test_per_class_f1": {
"AddGaussianNoise": 0.9992946155654832,
"PitchShift": 0.927866473149492,
"TimeStretch": 0.9569592816225422,
"Shift": 0.5424686831652917,
"ClippingDistortion": 0.810470677070224,
"LowPassFilter": 0.9956379498364231,
"HighPassFilter": 0.9963800904977376,
"None": 0.9283104447524253
}
},
{
"epoch": 2,
"train_loss": 0.038243004690845926,
"val_f1_macro": 0.904363881196361,
"val_f1_micro": 0.9104831358249772,
"val_exact_match": 0.9076502732240437,
"val_per_class_f1": {
"AddGaussianNoise": 0.9930286599535244,
"PitchShift": 0.9864661654135338,
"TimeStretch": 0.9723502304147466,
"Shift": 0.6919155134741443,
"ClippingDistortion": 0.6662569145666871,
"LowPassFilter": 1.0,
"HighPassFilter": 1.0,
"None": 0.9248935657482529
},
"lr": 0.00046249032152934793,
"seconds": 243.79469990730286,
"test_f1_macro": 0.9193122567153591,
"test_f1_micro": 0.9300506360493782,
"test_per_class_f1": {
"AddGaussianNoise": 0.9993735317149569,
"PitchShift": 0.9117399831885682,
"TimeStretch": 0.9677214687921326,
"Shift": 0.7259475218658892,
"ClippingDistortion": 0.8179989570140803,
"LowPassFilter": 0.9974317067476068,
"HighPassFilter": 0.992115341293084,
"None": 0.9421695431065551
}
},
{
"epoch": 3,
"train_loss": 0.027958627298170006,
"val_f1_macro": 0.8758150133873263,
"val_f1_micro": 0.8511354844581986,
"val_exact_match": 0.8439890710382514,
"val_per_class_f1": {
"AddGaussianNoise": 0.9969135802469136,
"PitchShift": 0.993920972644377,
"TimeStretch": 0.9602996254681648,
"Shift": 0.6940451745379876,
"ClippingDistortion": 0.4945878434637802,
"LowPassFilter": 1.0,
"HighPassFilter": 1.0,
"None": 0.8667529107373868
},
"lr": 0.00040056188929403654,
"seconds": 225.98623991012573,
"test_f1_macro": 0.9075353673759836,
"test_f1_micro": 0.9135472493559098,
"test_per_class_f1": {
"AddGaussianNoise": 0.9993738259236068,
"PitchShift": 0.918146444994694,
"TimeStretch": 0.9600185242358753,
"Shift": 0.7288553803975325,
"ClippingDistortion": 0.7393091049184538,
"LowPassFilter": 0.992902329887363,
"HighPassFilter": 0.9955535458587685,
"None": 0.9261237827915744
}
},
{
"epoch": 4,
"train_loss": 0.022344691097571937,
"val_f1_macro": 0.8996976486750103,
"val_f1_micro": 0.8949405710642561,
"val_exact_match": 0.8920765027322405,
"val_per_class_f1": {
"AddGaussianNoise": 0.9930286599535244,
"PitchShift": 1.0,
"TimeStretch": 0.9760986892829607,
"Shift": 0.7267483777937995,
"ClippingDistortion": 0.5919421487603306,
"LowPassFilter": 1.0,
"HighPassFilter": 1.0,
"None": 0.9097633136094675
},
"lr": 0.0003182993746728775,
"seconds": 220.78455901145935,
"test_f1_macro": 0.9289986077488166,
"test_f1_micro": 0.9356933994959765,
"test_per_class_f1": {
"AddGaussianNoise": 0.9994519689971033,
"PitchShift": 0.9729810867607325,
"TimeStretch": 0.9705812386012211,
"Shift": 0.7469762268872515,
"ClippingDistortion": 0.7993814143118234,
"LowPassFilter": 0.9970547201984189,
"HighPassFilter": 0.9996972907522325,
"None": 0.94586491548175
}
}
],
"best_epoch": 2,
"best": 0.904363881196361
} |