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2024-06-27 06:06:31.181  INFO 878 --- [Thread-1187] a.n.s.service.training.TrainingService   : receiveNewModelStatic: stage: null, data:{Data info={Samples count=6993, Set name=Check set, TaskType=multiclass_classification}, Net info={Class names=0.000000,1.000000,2.000000,3.000000,4.000000,5.000000,6.000000,, Coefficients count=7294, Date=Thu Jun 27 06:06:30 2024 , Is consistent=1, Model size=45049, Neurons count=598}, Progress={Percent=95}, TrainModel component metrics={ACCURACY_BALANCED_COMP=0.807702, ACCURACY_COMP=0.807702, F1_MACRO_COMP=0.805179, F1_WEIGHTED_COMP=0.805179, LOG_LOSS_COMP=0.922610, PRECISION_MACRO_COMP=0.804571, PRECISION_WEIGHTED_COMP=0.804571, RECALL_MACRO_COMP=0.807702, RECALL_WEIGHTED_COMP=0.807702}, TrainModel index={MODEL_QUALITY=0.819213}, TrainModel metrics={ACC=0.977030,0.974315,0.907334,0.921980,0.933126,0.971671,0.929947, ACCURACY=0.807702, ACCURACY_BALANCED=0.807702, CONFUSION_MATRIX={"0.000000": [3796.000000, 3.000000, 41.000000, 36.000000, 43.000000, 31.000000, 49.000000], "1.000000": [12.000000, 3709.000000, 60.000000, 71.000000, 74.000000, 10.000000, 63.000000], "2.000000": [49.000000, 118.000000, 2519.000000, 561.000000, 473.000000, 52.000000, 227.000000], "3.000000": [71.000000, 114.000000, 496.000000, 2839.000000, 280.000000, 41.000000, 158.000000], "4.000000": [73.000000, 44.000000, 299.000000, 201.000000, 3234.000000, 43.000000, 105.000000], "5.000000": [27.000000, 19.000000, 35.000000, 26.000000, 19.000000, 3698.000000, 175.000000], "6.000000": [208.000000, 131.000000, 183.000000, 129.000000, 218.000000, 315.000000, 2815.000000]}, CONFUSION_MATRIX_TOTAL=162575.000000,5383.000000
5383.000000,22610.000000, CROSS_ENTROPHY=0.134320, F1=0.921919,0.911638,0.660115,0.722208,0.775540,0.903163,0.741668, F1_MACRO=0.805179, F1_WEIGHTED=0.805179, FN=203.000000,290.000000,1480.000000,1160.000000,765.000000,301.000000,1184.000000, FP=440.000000,429.000000,1114.000000,1024.000000,1107.000000,492.000000,777.000000, LIFT=5.653913, LOG_LOSS=0.541732, PRECISION=0.896128,0.896327,0.693366,0.734921,0.744990,0.882578,0.783686, PRECISION_MACRO=0.804571, PRECISION_WEIGHTED=0.804571, RECALL=0.949237,0.927482,0.629907,0.709927,0.808702,0.924731,0.703926, RECALL_MACRO=0.807702, RECALL_WEIGHTED=0.807702, SUPPORT=3999.000000,3999.000000,3999.000000,3999.000000,3999.000000,3999.000000,3999.000000, TN=23554.000000,23565.000000,22880.000000,22970.000000,22887.000000,23502.000000,23217.000000, TNR=0.981662,0.982121,0.953572,0.957323,0.953863,0.979495,0.967617, TP=3796.000000,3709.000000,2519.000000,2839.000000,3234.000000,3698.000000,2815.000000}, Valid_Model component metrics={ACCURACY_BALANCED_COMP=0.785929, ACCURACY_COMP=0.785929, F1_MACRO_COMP=0.783320, F1_WEIGHTED_COMP=0.783320, LOG_LOSS_COMP=0.914745, PRECISION_MACRO_COMP=0.782838, PRECISION_WEIGHTED_COMP=0.782838, RECALL_MACRO_COMP=0.785929, RECALL_WEIGHTED_COMP=0.785929}, Valid_Model index={MODEL_QUALITY=0.798975}, Valid_Model metrics={ACC=0.971257,0.970971,0.899757,0.915630,0.925783,0.965251,0.923209, ACCURACY=0.785929, ACCURACY_BALANCED=0.785929, CONFUSION_MATRIX={"0.000000": [934.000000, 0.000000, 7.000000, 18.000000, 12.000000, 10.000000, 18.000000], "1.000000": [3.000000, 915.000000, 20.000000, 26.000000, 20.000000, 1.000000, 14.000000], "2.000000": [18.000000, 27.000000, 631.000000, 142.000000, 108.000000, 9.000000, 64.000000], "3.000000": [29.000000, 35.000000, 140.000000, 674.000000, 74.000000, 11.000000, 36.000000], "4.000000": [24.000000, 9.000000, 110.000000, 41.000000, 770.000000, 21.000000, 24.000000], "5.000000": [10.000000, 11.000000, 13.000000, 4.000000, 7.000000, 909.000000, 45.000000], "6.000000": [52.000000, 37.000000, 43.000000, 34.000000, 69.000000, 101.000000, 663.000000]}, CONFUSION_MATRIX_TOTAL=40461.000000,1497.000000
1497.000000,5496.000000, CROSS_ENTROPHY=0.145414, F1=0.902852,0.900148,0.642894,0.695562,0.747936,0.882096,0.711755, F1_MACRO=0.783320, F1_WEIGHTED=0.783320, FN=65.000000,84.000000,368.000000,325.000000,229.000000,90.000000,336.000000, FP=136.000000,119.000000,333.000000,265.000000,290.000000,153.000000,201.000000, LIFT=5.501502, LOG_LOSS=0.596786, PRECISION=0.872897,0.884913,0.654564,0.717785,0.726415,0.855932,0.767361, PRECISION_MACRO=0.782838, PRECISION_WEIGHTED=0.782838, RECALL=0.934935,0.915916,0.631632,0.674675,0.770771,0.909910,0.663664, RECALL_MACRO=0.785929, RECALL_WEIGHTED=0.785929, SUPPORT=999.000000,999.000000,999.000000,999.000000,999.000000,999.000000,999.000000, TN=5858.000000,5875.000000,5661.000000,5729.000000,5704.000000,5841.000000,5793.000000, TNR=0.977311,0.980147,0.944444,0.955789,0.951618,0.974474,0.966466, TP=934.000000,915.000000,631.000000,674.000000,770.000000,909.000000,663.000000}}