result.txt

Epoch 1 loss 2.3006305398990987 valid acc 3/16
Epoch 1 loss 11.479529383302637 valid acc 2/16
Epoch 1 loss 11.56459454974407 valid acc 2/16
Epoch 1 loss 11.463633441898262 valid acc 1/16
Epoch 1 loss 11.463608744988043 valid acc 5/16
Epoch 1 loss 11.447258343889 valid acc 3/16
Epoch 1 loss 11.047146752498975 valid acc 2/16
Epoch 1 loss 11.232140207237148 valid acc 5/16
Epoch 1 loss 10.878535869011356 valid acc 4/16
Epoch 1 loss 9.872051798561369 valid acc 5/16
Epoch 1 loss 8.730002847833951 valid acc 10/16
Epoch 1 loss 7.9404051070619674 valid acc 10/16
Epoch 1 loss 7.364556079882001 valid acc 9/16
Epoch 1 loss 6.627100896255299 valid acc 9/16
Epoch 1 loss 7.248401316904458 valid acc 12/16
Epoch 1 loss 5.672525835129761 valid acc 9/16
Epoch 1 loss 10.09013883267212 valid acc 10/16
Epoch 1 loss 7.626218594386247 valid acc 12/16
Epoch 1 loss 6.902858108361112 valid acc 12/16
Epoch 1 loss 5.073963037650704 valid acc 11/16
Epoch 1 loss 5.387911417895838 valid acc 11/16
Epoch 1 loss 5.384527574416912 valid acc 11/16
Epoch 1 loss 5.017820928307587 valid acc 14/16
Epoch 1 loss 4.425474412186748 valid acc 12/16
Epoch 1 loss 4.268996239465178 valid acc 11/16
Epoch 1 loss 5.01306967223568 valid acc 9/16
Epoch 1 loss 5.734627728694952 valid acc 12/16
Epoch 1 loss 3.2613726872351316 valid acc 11/16
Epoch 1 loss 3.648300791569701 valid acc 14/16
Epoch 1 loss 3.1904918313373845 valid acc 10/16
Epoch 1 loss 4.739537186964741 valid acc 8/16
Epoch 1 loss 3.609762757353642 valid acc 12/16
Epoch 1 loss 4.339715844002987 valid acc 11/16
Epoch 1 loss 5.269160663352713 valid acc 12/16
Epoch 1 loss 5.064729154196574 valid acc 14/16
Epoch 1 loss 3.736379564181589 valid acc 10/16
Epoch 1 loss 3.220881287701487 valid acc 13/16
Epoch 1 loss 3.8125184987460004 valid acc 13/16
Epoch 1 loss 3.8912456341682033 valid acc 14/16
Epoch 1 loss 3.9232854035921285 valid acc 14/16
Epoch 1 loss 3.1459235358679685 valid acc 14/16
Epoch 1 loss 3.84866458768487 valid acc 13/16
Epoch 1 loss 3.9336953204696905 valid acc 13/16
Epoch 1 loss 3.2474188125272523 valid acc 16/16
Epoch 1 loss 4.312990267706575 valid acc 13/16
Epoch 1 loss 3.111492087003677 valid acc 14/16
Epoch 1 loss 3.705915329407775 valid acc 12/16
Epoch 1 loss 3.4889706556561517 valid acc 15/16
Epoch 1 loss 3.4280512168641266 valid acc 14/16
Epoch 1 loss 1.9612915759536265 valid acc 15/16
Epoch 1 loss 3.935582448554629 valid acc 12/16
Epoch 1 loss 3.6507896283406076 valid acc 15/16
Epoch 1 loss 3.530422786908133 valid acc 14/16
Epoch 1 loss 2.3833189672548794 valid acc 14/16
Epoch 1 loss 3.8596603484410625 valid acc 14/16
Epoch 1 loss 2.463602819381332 valid acc 13/16
Epoch 1 loss 2.7490312142067195 valid acc 13/16
Epoch 1 loss 3.6838943573977994 valid acc 14/16
Epoch 1 loss 3.1955032999463207 valid acc 11/16
Epoch 1 loss 3.2162721571931545 valid acc 14/16
Epoch 1 loss 2.978140442117319 valid acc 10/16
Epoch 1 loss 2.031388980056674 valid acc 14/16
Epoch 1 loss 3.5129479460486737 valid acc 13/16
Epoch 2 loss 0.4020202522639354 valid acc 14/16
Epoch 2 loss 2.8248153614863423 valid acc 14/16
Epoch 2 loss 4.051603825645053 valid acc 14/16
Epoch 2 loss 3.537850367642829 valid acc 14/16
Epoch 2 loss 2.660616345228517 valid acc 14/16
Epoch 2 loss 2.4224479922442703 valid acc 12/16
Epoch 2 loss 2.9394957648073468 valid acc 11/16
Epoch 2 loss 3.3615910113017384 valid acc 14/16
Epoch 2 loss 3.013867047525451 valid acc 14/16
Epoch 2 loss 2.6023167987179776 valid acc 12/16
Epoch 2 loss 2.3971004398613873 valid acc 14/16
Epoch 2 loss 4.672145583973349 valid acc 12/16
Epoch 2 loss 3.974338891787044 valid acc 14/16
Epoch 2 loss 3.3891511558335425 valid acc 15/16
Epoch 2 loss 3.987702990547576 valid acc 13/16
Epoch 2 loss 2.2552402622858434 valid acc 13/16
Epoch 2 loss 3.717962912487751 valid acc 14/16
Epoch 2 loss 3.332107113693106 valid acc 13/16
Epoch 2 loss 3.1654476663088476 valid acc 14/16
Epoch 2 loss 2.293096184358455 valid acc 15/16
Epoch 2 loss 2.6357226748416918 valid acc 13/16
Epoch 2 loss 2.0966520694142776 valid acc 13/16
Epoch 2 loss 1.467445358046783 valid acc 14/16
Epoch 2 loss 2.502689199598388 valid acc 13/16
Epoch 2 loss 1.572732056069786 valid acc 13/16
Epoch 2 loss 1.5076453406729606 valid acc 14/16
Epoch 2 loss 2.9889119612396207 valid acc 14/16
Epoch 2 loss 2.336363675047086 valid acc 14/16
Epoch 2 loss 1.9865873274230696 valid acc 14/16
Epoch 2 loss 1.314929563194311 valid acc 14/16
Epoch 2 loss 3.697666604850896 valid acc 15/16
Epoch 2 loss 2.9705857061089165 valid acc 14/16
Epoch 2 loss 2.2827352934797083 valid acc 12/16
Epoch 2 loss 2.210235869415016 valid acc 13/16
Epoch 2 loss 3.7021288664303746 valid acc 14/16
Epoch 2 loss 2.425160686474614 valid acc 12/16
Epoch 2 loss 2.103445823314619 valid acc 14/16
Epoch 2 loss 2.5813432720345935 valid acc 15/16
Epoch 2 loss 2.842597881992995 valid acc 15/16
Epoch 2 loss 2.610204424558495 valid acc 15/16
Epoch 2 loss 1.7001008494579923 valid acc 15/16
Epoch 2 loss 2.6367269969703804 valid acc 12/16
Epoch 2 loss 2.2224908632437703 valid acc 15/16
Epoch 2 loss 1.9068147962645376 valid acc 15/16
Epoch 2 loss 1.9160895967724954 valid acc 14/16
Epoch 2 loss 1.9666429778240577 valid acc 13/16
Epoch 2 loss 2.592329871148167 valid acc 15/16
Epoch 2 loss 3.2086336172777665 valid acc 15/16
Epoch 2 loss 1.794852691987892 valid acc 14/16
Epoch 2 loss 1.3701373592570687 valid acc 15/16
Epoch 2 loss 1.403057694924968 valid acc 14/16
Epoch 2 loss 1.6143102958930244 valid acc 15/16
Epoch 2 loss 3.347784483229127 valid acc 14/16
Epoch 2 loss 2.0017253956710523 valid acc 16/16
Epoch 2 loss 2.2505010059058055 valid acc 13/16
Epoch 2 loss 2.1627462926439014 valid acc 12/16
Epoch 2 loss 1.894730488695029 valid acc 14/16
Epoch 2 loss 1.9438757161331015 valid acc 13/16
Epoch 2 loss 2.2499373660565563 valid acc 12/16
Epoch 2 loss 2.4604324521892327 valid acc 13/16
Epoch 2 loss 2.3123811078357446 valid acc 14/16
Epoch 2 loss 2.3419276654615073 valid acc 13/16
Epoch 2 loss 2.5361167672141587 valid acc 14/16
Epoch 3 loss 0.30472504138760637 valid acc 13/16
Epoch 3 loss 1.8903811860687194 valid acc 13/16
Epoch 3 loss 2.5621475142745433 valid acc 13/16
Epoch 3 loss 2.4868110608300604 valid acc 15/16
Epoch 3 loss 1.7343349370584364 valid acc 13/16
Epoch 3 loss 2.3619727306594873 valid acc 14/16
Epoch 3 loss 2.274069073668601 valid acc 15/16
Epoch 3 loss 2.2826371618758765 valid acc 15/16
Epoch 3 loss 3.1071231810131366 valid acc 14/16
Epoch 3 loss 1.7212720880746368 valid acc 16/16
Epoch 3 loss 1.681395855939672 valid acc 16/16
Epoch 3 loss 2.9470198686222266 valid acc 14/16
Epoch 3 loss 2.3293709890630994 valid acc 13/16
Epoch 3 loss 2.721203270129376 valid acc 15/16
Epoch 3 loss 3.429703282882362 valid acc 15/16
Epoch 3 loss 1.7100221295630584 valid acc 13/16
Epoch 3 loss 3.114090579135433 valid acc 13/16
Epoch 3 loss 2.1998482670757147 valid acc 13/16
Epoch 3 loss 2.5041383833480806 valid acc 13/16
Epoch 3 loss 1.4872685290029262 valid acc 14/16
Epoch 3 loss 2.6332633032467547 valid acc 13/16
Epoch 3 loss 2.656013774449164 valid acc 14/16
Epoch 3 loss 1.1004201887386527 valid acc 14/16
Epoch 3 loss 1.8982287726269989 valid acc 14/16
Epoch 3 loss 1.30548927340651 valid acc 15/16
Epoch 3 loss 1.2177453524127606 valid acc 12/16
Epoch 3 loss 2.717379617699538 valid acc 14/16
Epoch 3 loss 1.6886988133675098 valid acc 14/16
Epoch 3 loss 1.6728133983357107 valid acc 13/16
Epoch 3 loss 1.0061331142770995 valid acc 14/16
Epoch 3 loss 2.155134330543385 valid acc 14/16
Epoch 3 loss 2.1647999736790586 valid acc 13/16
Epoch 3 loss 1.1252043519761736 valid acc 13/16
Epoch 3 loss 1.8323223243935474 valid acc 14/16
Epoch 3 loss 2.3724929522993654 valid acc 15/16
Epoch 3 loss 1.890530061588803 valid acc 14/16
Epoch 3 loss 1.6690056077896356 valid acc 14/16
Epoch 3 loss 2.0900207188798796 valid acc 14/16
Epoch 3 loss 2.3883415146679616 valid acc 15/16
Epoch 3 loss 1.946415909461903 valid acc 14/16
Epoch 3 loss 1.1857213836555753 valid acc 14/16
Epoch 3 loss 1.9859435127246496 valid acc 14/16
Epoch 3 loss 1.3767614014067688 valid acc 13/16
Epoch 3 loss 1.4551891197157116 valid acc 15/16
Epoch 3 loss 1.7708676768932834 valid acc 16/16
Epoch 3 loss 0.7813242810981653 valid acc 16/16
Epoch 3 loss 2.205018671537956 valid acc 13/16
Epoch 3 loss 2.0447142334096284 valid acc 15/16
Epoch 3 loss 1.5464610132263796 valid acc 16/16
Epoch 3 loss 1.0171696047694394 valid acc 15/16
Epoch 3 loss 1.4986280708053448 valid acc 15/16
Epoch 3 loss 1.2077060607981103 valid acc 14/16
Epoch 3 loss 2.090401412266822 valid acc 13/16
Epoch 3 loss 1.4807232309343408 valid acc 15/16
Epoch 3 loss 2.1286870439646948 valid acc 14/16
Epoch 3 loss 1.509112537827744 valid acc 14/16
Epoch 3 loss 1.8519963676623845 valid acc 14/16
Epoch 3 loss 1.3927884348131157 valid acc 15/16
Epoch 3 loss 1.8651410021888186 valid acc 14/16
Epoch 3 loss 2.1336179006723692 valid acc 14/16
Epoch 3 loss 1.497261023770558 valid acc 14/16
Epoch 3 loss 0.9669283496160918 valid acc 14/16
Epoch 3 loss 2.30367752496071 valid acc 12/16
Epoch 4 loss 0.09667573388520649 valid acc 13/16
Epoch 4 loss 1.4305996702177257 valid acc 15/16
Epoch 4 loss 2.0275223466195826 valid acc 15/16
Epoch 4 loss 2.7275926778503483 valid acc 15/16
Epoch 4 loss 1.4140549426251303 valid acc 14/16
Epoch 4 loss 1.8810453737612574 valid acc 12/16
Epoch 4 loss 2.4094924529156714 valid acc 15/16
Epoch 4 loss 1.6478033419227789 valid acc 14/16
Epoch 4 loss 1.729633163438298 valid acc 15/16
Epoch 4 loss 1.4360215201732276 valid acc 13/16
Epoch 4 loss 0.984562537926134 valid acc 14/16
Epoch 4 loss 2.8737053498040437 valid acc 12/16
Epoch 4 loss 2.383928593528809 valid acc 15/16
Epoch 4 loss 2.102622602640924 valid acc 13/16
Epoch 4 loss 2.474108699320433 valid acc 11/16
Epoch 4 loss 1.8111644154709576 valid acc 13/16
Epoch 4 loss 3.222276114673104 valid acc 14/16
Epoch 4 loss 1.6317748044623976 valid acc 14/16
Epoch 4 loss 2.3132476747036383 valid acc 15/16
Epoch 4 loss 1.4383861731166552 valid acc 15/16
Epoch 4 loss 2.081028041542058 valid acc 14/16
Epoch 4 loss 1.3241834154706134 valid acc 15/16
Epoch 4 loss 0.6352789846095885 valid acc 15/16
Epoch 4 loss 1.8726718906550255 valid acc 15/16
Epoch 4 loss 1.3139100591521378 valid acc 15/16
Epoch 4 loss 0.9297691018214679 valid acc 14/16
Epoch 4 loss 2.1160649736382817 valid acc 14/16
Epoch 4 loss 1.374409053325427 valid acc 15/16
Epoch 4 loss 1.2499914671447685 valid acc 15/16
Epoch 4 loss 0.7691602990460953 valid acc 16/16
Epoch 4 loss 1.6624175876545366 valid acc 13/16
Epoch 4 loss 1.7835160558281313 valid acc 14/16
Epoch 4 loss 0.7914321382751093 valid acc 13/16
Epoch 4 loss 1.6122539609072815 valid acc 14/16
Epoch 4 loss 1.7613892183499025 valid acc 16/16
Epoch 4 loss 1.875250804342102 valid acc 15/16
Epoch 4 loss 1.1555652365519282 valid acc 15/16
Epoch 4 loss 1.325083046676699 valid acc 15/16
Epoch 4 loss 1.967643154655629 valid acc 14/16
Epoch 4 loss 1.4179639933805153 valid acc 15/16
Epoch 4 loss 1.051720812464813 valid acc 15/16
Epoch 4 loss 1.2971033418595865 valid acc 15/16
Epoch 4 loss 1.0788160326137022 valid acc 14/16
Epoch 4 loss 1.0402374706470885 valid acc 16/16
Epoch 4 loss 1.2577255179839362 valid acc 13/16
Epoch 4 loss 1.249132264908422 valid acc 15/16
Epoch 4 loss 1.4981876352923764 valid acc 13/16
Epoch 4 loss 2.3918737089719273 valid acc 15/16
Epoch 4 loss 1.0638721154121558 valid acc 15/16
Epoch 4 loss 0.7619622351624593 valid acc 15/16
Epoch 4 loss 0.8747395384497091 valid acc 14/16
Epoch 4 loss 1.2692143455473774 valid acc 15/16
Epoch 4 loss 1.7980704565740904 valid acc 15/16
Epoch 4 loss 1.0555848320514043 valid acc 14/16
Epoch 4 loss 1.0828159915629834 valid acc 14/16
Epoch 4 loss 1.116954499586788 valid acc 14/16
Epoch 4 loss 1.0635238614130824 valid acc 13/16
Epoch 4 loss 1.549592004046939 valid acc 15/16
Epoch 4 loss 1.8283530548551725 valid acc 15/16
Epoch 4 loss 1.1586761240300052 valid acc 14/16
Epoch 4 loss 1.2105959968916689 valid acc 14/16
Epoch 4 loss 1.5807351851195555 valid acc 13/16
Epoch 4 loss 1.7168228907396648 valid acc 13/16
Epoch 5 loss 0.20579861106271974 valid acc 13/16
Epoch 5 loss 0.9918062078760927 valid acc 15/16
Epoch 5 loss 2.2396850217596116 valid acc 14/16
Epoch 5 loss 1.1601779609122822 valid acc 15/16
Epoch 5 loss 0.9643528934410017 valid acc 16/16
Epoch 5 loss 0.9092188065796789 valid acc 15/16
Epoch 5 loss 1.8734993938226694 valid acc 12/16
Epoch 5 loss 1.5043687484952315 valid acc 14/16
Epoch 5 loss 1.5098095521683947 valid acc 14/16
Epoch 5 loss 1.1339800788768595 valid acc 14/16
Epoch 5 loss 1.1590116868808915 valid acc 15/16
Epoch 5 loss 2.093901774368426 valid acc 14/16
Epoch 5 loss 1.4493066059040656 valid acc 15/16
Epoch 5 loss 2.4181440748211367 valid acc 15/16
Epoch 5 loss 2.178521797916483 valid acc 15/16
Epoch 5 loss 1.2834012080354211 valid acc 15/16
Epoch 5 loss 3.0811436068114384 valid acc 13/16
Epoch 5 loss 1.3628004378291425 valid acc 13/16
Epoch 5 loss 1.3822134865819458 valid acc 15/16
Epoch 5 loss 1.1892995398599377 valid acc 15/16
Epoch 5 loss 1.6343696551079177 valid acc 15/16
Epoch 5 loss 0.9214006506090865 valid acc 14/16
Epoch 5 loss 0.701110363856581 valid acc 14/16
Epoch 5 loss 1.0232551083773918 valid acc 15/16
Epoch 5 loss 0.9255635536876525 valid acc 16/16
Epoch 5 loss 0.6718134606683304 valid acc 15/16
Epoch 5 loss 1.3569360479071217 valid acc 15/16
Epoch 5 loss 1.0627300243119033 valid acc 15/16
Epoch 5 loss 0.8860450347103267 valid acc 14/16
Epoch 5 loss 0.7855172464169748 valid acc 16/16
Epoch 5 loss 1.028252365117742 valid acc 15/16
Epoch 5 loss 1.731947015469114 valid acc 13/16
Epoch 5 loss 0.7682825455645664 valid acc 15/16
Epoch 5 loss 1.2959538066525154 valid acc 14/16
Epoch 5 loss 1.7740863618568492 valid acc 15/16
Epoch 5 loss 1.3355073151138965 valid acc 13/16
Epoch 5 loss 0.6946426936637629 valid acc 12/16
Epoch 5 loss 0.8702085931762775 valid acc 16/16
Epoch 5 loss 1.38583893764303 valid acc 14/16
Epoch 5 loss 0.9630877475582519 valid acc 16/16
Epoch 5 loss 1.1245575571887467 valid acc 16/16
Epoch 5 loss 1.1471710312111043 valid acc 15/16
Epoch 5 loss 1.4972147501688413 valid acc 13/16
Epoch 5 loss 0.8844142947518432 valid acc 15/16
Epoch 5 loss 1.1253155048743317 valid acc 16/16
Epoch 5 loss 0.5963610726609406 valid acc 15/16
Epoch 5 loss 1.332121656316304 valid acc 15/16
Epoch 5 loss 1.999643958574068 valid acc 15/16
Epoch 5 loss 1.1000850778703914 valid acc 14/16
Epoch 5 loss 0.6401430683948061 valid acc 13/16
Epoch 5 loss 0.9875933220916286 valid acc 15/16
Epoch 5 loss 1.3644546566746987 valid acc 15/16
Epoch 5 loss 1.3237142878680284 valid acc 15/16
Epoch 5 loss 0.9482128372461636 valid acc 15/16
Epoch 5 loss 1.4094765740486415 valid acc 15/16
Epoch 5 loss 0.9648543525653418 valid acc 16/16
Epoch 5 loss 1.0004108824082527 valid acc 14/16
Epoch 5 loss 1.0402515759810023 valid acc 14/16
Epoch 5 loss 2.1017451986398705 valid acc 13/16
Epoch 5 loss 1.2133176955508769 valid acc 15/16
Epoch 5 loss 1.356611187462415 valid acc 15/16
Epoch 5 loss 0.7256397400597576 valid acc 14/16
Epoch 5 loss 0.9648855573949964 valid acc 14/16
Epoch 6 loss 0.12862002275598117 valid acc 14/16
Epoch 6 loss 1.2483501584725714 valid acc 13/16
Epoch 6 loss 1.9165258856336562 valid acc 15/16
Epoch 6 loss 1.174983658244632 valid acc 14/16
Epoch 6 loss 0.8648382289438343 valid acc 14/16
Epoch 6 loss 0.5274148257620972 valid acc 14/16
Epoch 6 loss 1.0639470111291651 valid acc 14/16
Epoch 6 loss 1.0423161689831246 valid acc 16/16
Epoch 6 loss 1.625542882705108 valid acc 14/16
Epoch 6 loss 0.9477991756868374 valid acc 14/16
Epoch 6 loss 0.890153428305693 valid acc 15/16
Epoch 6 loss 1.7430702564383551 valid acc 15/16
Epoch 6 loss 1.715919121700402 valid acc 15/16
Epoch 6 loss 2.290207613582172 valid acc 14/16
Epoch 6 loss 1.6463392381127764 valid acc 15/16
Epoch 6 loss 0.7984970984563566 valid acc 14/16
Epoch 6 loss 2.2345178182583116 valid acc 13/16
Epoch 6 loss 1.8544889227648056 valid acc 14/16
Epoch 6 loss 1.4937815052905412 valid acc 15/16
Epoch 6 loss 0.7832121885494275 valid acc 13/16
Epoch 6 loss 1.3586463744929045 valid acc 13/16
Epoch 6 loss 1.3661615264621556 valid acc 15/16
Epoch 6 loss 0.38932450426904813 valid acc 15/16
Epoch 6 loss 0.7975189424227108 valid acc 15/16
Epoch 6 loss 0.5429494265603576 valid acc 13/16
Epoch 6 loss 0.86771824177279 valid acc 15/16
Epoch 6 loss 1.3740745493370112 valid acc 14/16
Epoch 6 loss 1.2115238857311492 valid acc 16/16
Epoch 6 loss 0.998775175122726 valid acc 13/16
Epoch 6 loss 0.6424315138022003 valid acc 15/16
Epoch 6 loss 0.9337415589098965 valid acc 15/16
Epoch 6 loss 1.3623326176548922 valid acc 13/16
Epoch 6 loss 0.8849606873652271 valid acc 13/16
Epoch 6 loss 1.1633956313202416 valid acc 15/16
Epoch 6 loss 1.4276961310442253 valid acc 14/16
Epoch 6 loss 2.037603501479465 valid acc 15/16
Epoch 6 loss 1.3130909996849762 valid acc 15/16
Epoch 6 loss 1.2885767986941288 valid acc 14/16
Epoch 6 loss 1.0539586157436736 valid acc 16/16
Epoch 6 loss 1.0082344130428451 valid acc 14/16
Epoch 6 loss 0.6307744972871454 valid acc 15/16
Epoch 6 loss 1.3219413764934909 valid acc 15/16
Epoch 6 loss 0.6713619183200339 valid acc 14/16
Epoch 6 loss 0.40152338245641844 valid acc 14/16
Epoch 6 loss 0.8396033767036155 valid acc 16/16
Epoch 6 loss 0.6690392300640213 valid acc 14/16
Epoch 6 loss 1.3369900966173474 valid acc 15/16
Epoch 6 loss 1.4764882707968323 valid acc 15/16
Epoch 6 loss 1.5476062908824397 valid acc 15/16
Epoch 6 loss 0.8740102748675175 valid acc 15/16
Epoch 6 loss 0.7281056090382855 valid acc 15/16
Epoch 6 loss 0.6237648288332536 valid acc 16/16
Epoch 6 loss 1.1901868576964554 valid acc 14/16
Epoch 6 loss 0.6731000268172603 valid acc 15/16
Epoch 6 loss 0.9314168749732641 valid acc 14/16
Epoch 6 loss 1.130033953527158 valid acc 14/16
Epoch 6 loss 1.3625924364006168 valid acc 15/16
Epoch 6 loss 0.8991902888801449 valid acc 14/16
Epoch 6 loss 1.130392429507939 valid acc 15/16
Epoch 6 loss 1.0019257264563826 valid acc 15/16
Epoch 6 loss 0.7081018448611219 valid acc 14/16
Epoch 6 loss 0.9229438136308223 valid acc 13/16
Epoch 6 loss 1.4394385435104593 valid acc 14/16
Epoch 7 loss 0.08631975277030197 valid acc 15/16
Epoch 7 loss 0.98835615739724 valid acc 14/16
Epoch 7 loss 1.287271563363451 valid acc 15/16
Epoch 7 loss 0.5624829050532466 valid acc 15/16
Epoch 7 loss 0.6806312057042466 valid acc 14/16
Epoch 7 loss 0.5985574331352175 valid acc 14/16
Epoch 7 loss 0.5395806639454642 valid acc 15/16
Epoch 7 loss 1.036559620547124 valid acc 15/16
Epoch 7 loss 1.7133901051289386 valid acc 14/16
Epoch 7 loss 0.9439652196444364 valid acc 15/16
Epoch 7 loss 0.8642813288560867 valid acc 14/16
Epoch 7 loss 1.2668375131411018 valid acc 15/16
Epoch 7 loss 1.58769091531417 valid acc 15/16
Epoch 7 loss 1.5337413202824588 valid acc 15/16
Epoch 7 loss 1.1445792409279858 valid acc 15/16
Epoch 7 loss 1.6702797012386408 valid acc 14/16
Epoch 7 loss 1.746207429416707 valid acc 15/16
Epoch 7 loss 1.5633013616403937 valid acc 15/16
Epoch 7 loss 1.5622361437761718 valid acc 15/16
Epoch 7 loss 0.6105985792735342 valid acc 15/16
Epoch 7 loss 1.2318711240076117 valid acc 14/16
Epoch 7 loss 0.5949642329807524 valid acc 15/16
Epoch 7 loss 0.6527377700917348 valid acc 14/16
Epoch 7 loss 0.8024447484468678 valid acc 15/16
Epoch 7 loss 0.5336015078285048 valid acc 15/16
Epoch 7 loss 0.5504175991417645 valid acc 15/16
Epoch 7 loss 1.1414974758259997 valid acc 15/16
Epoch 7 loss 0.5588113370994436 valid acc 15/16
Epoch 7 loss 0.5305501672289624 valid acc 15/16
Epoch 7 loss 0.3343892949971912 valid acc 15/16
Epoch 7 loss 1.0130850028905376 valid acc 15/16
Epoch 7 loss 0.6623374260587548 valid acc 14/16
Epoch 7 loss 0.29993871020256496 valid acc 15/16
Epoch 7 loss 1.264331238959505 valid acc 15/16
Epoch 7 loss 1.0873422820775982 valid acc 14/16
Epoch 7 loss 0.7574053606780371 valid acc 15/16
Epoch 7 loss 1.0522767133910242 valid acc 13/16
Epoch 7 loss 1.139480685532247 valid acc 15/16
Epoch 7 loss 1.4830764381553936 valid acc 16/16
Epoch 7 loss 1.1738853981073745 valid acc 15/16
Epoch 7 loss 0.4317565485500198 valid acc 15/16
Epoch 7 loss 0.8690416579125458 valid acc 15/16
Epoch 7 loss 0.5918181867616453 valid acc 14/16
Epoch 7 loss 0.5086102009046289 valid acc 14/16
Epoch 7 loss 0.8323568730022902 valid acc 15/16
Epoch 7 loss 0.26138242591592015 valid acc 16/16
Epoch 7 loss 1.365972991208272 valid acc 15/16
Epoch 7 loss 1.8500976468035972 valid acc 15/16
Epoch 7 loss 0.7173116616937092 valid acc 15/16
Epoch 7 loss 0.6916215899933197 valid acc 16/16
Epoch 7 loss 0.5120479629156384 valid acc 16/16
Epoch 7 loss 0.7547576914856161 valid acc 15/16
Epoch 7 loss 1.1823860513882787 valid acc 15/16
Epoch 7 loss 0.20284921685814042 valid acc 16/16
Epoch 7 loss 1.0120375072787433 valid acc 15/16
Epoch 7 loss 0.6121637922457455 valid acc 15/16
Epoch 7 loss 1.2109699080970269 valid acc 15/16
Epoch 7 loss 0.7855931183284994 valid acc 15/16
Epoch 7 loss 1.1979944602150436 valid acc 14/16
Epoch 7 loss 0.9803727305969655 valid acc 14/16
Epoch 7 loss 0.6433111944995393 valid acc 15/16
Epoch 7 loss 0.3430949105753744 valid acc 15/16
Epoch 7 loss 0.8615296162008639 valid acc 12/16
Epoch 8 loss 0.05145221910745041 valid acc 15/16
Epoch 8 loss 0.9273024098676377 valid acc 16/16
Epoch 8 loss 1.844199550402194 valid acc 16/16
Epoch 8 loss 1.0390268167355128 valid acc 15/16
Epoch 8 loss 0.45426396107916694 valid acc 14/16
Epoch 8 loss 0.7171088739943652 valid acc 15/16
Epoch 8 loss 1.4028193727782623 valid acc 14/16
Epoch 8 loss 0.9094481037835868 valid acc 15/16
Epoch 8 loss 0.5095867388773776 valid acc 15/16
Epoch 8 loss 0.4797393513159747 valid acc 15/16
Epoch 8 loss 1.1545200153147825 valid acc 15/16
Epoch 8 loss 1.5613807587027266 valid acc 14/16
Epoch 8 loss 1.3710220187532725 valid acc 14/16
Epoch 8 loss 1.2900198346187792 valid acc 14/16
Epoch 8 loss 1.2843110758893617 valid acc 16/16
Epoch 8 loss 0.7711147137661151 valid acc 15/16
Epoch 8 loss 1.9631135882504689 valid acc 15/16
Epoch 8 loss 0.9851201349107559 valid acc 15/16
Epoch 8 loss 0.9362123594856344 valid acc 15/16
Epoch 8 loss 0.49318432751675 valid acc 16/16
Epoch 8 loss 1.281575852172678 valid acc 15/16
Epoch 8 loss 0.38832534840581634 valid acc 15/16
Epoch 8 loss 0.2957460511906855 valid acc 15/16
Epoch 8 loss 0.7837102969127949 valid acc 16/16
Epoch 8 loss 0.6375241910622156 valid acc 15/16
Epoch 8 loss 0.3457224239579532 valid acc 14/16
Epoch 8 loss 0.8991275503475292 valid acc 15/16
Epoch 8 loss 0.6798340168592838 valid acc 15/16
Epoch 8 loss 1.00314705746715 valid acc 15/16
Epoch 8 loss 0.5732365915964132 valid acc 15/16
Epoch 8 loss 0.6444697287495473 valid acc 15/16
Epoch 8 loss 0.7063702676725027 valid acc 15/16
Epoch 8 loss 0.5294779637024198 valid acc 15/16
Epoch 8 loss 1.0428215872531545 valid acc 15/16
Epoch 8 loss 0.9329062982932479 valid acc 16/16
Epoch 8 loss 0.7461825023496141 valid acc 15/16
Epoch 8 loss 0.9168722804852676 valid acc 14/16
Epoch 8 loss 0.7877225722249279 valid acc 14/16
Epoch 8 loss 0.9401043691657541 valid acc 15/16
Epoch 8 loss 0.8462992746256146 valid acc 13/16
Epoch 8 loss 0.2317418242005513 valid acc 14/16
Epoch 8 loss 0.9890777961640919 valid acc 16/16
Epoch 8 loss 0.24109162991080416 valid acc 15/16
Epoch 8 loss 0.30037276373661415 valid acc 16/16
Epoch 8 loss 0.4668172057921486 valid acc 15/16
Epoch 8 loss 0.8464835600558923 valid acc 15/16
Epoch 8 loss 0.7865269308208998 valid acc 16/16
Epoch 8 loss 1.8685676293199287 valid acc 15/16
Epoch 8 loss 0.6967250164991435 valid acc 15/16
Epoch 8 loss 0.44525838626259207 valid acc 15/16
Epoch 8 loss 0.5249777324601432 valid acc 16/16
Epoch 8 loss 0.5242089150610174 valid acc 16/16
Epoch 8 loss 0.7791616432710566 valid acc 15/16
Epoch 8 loss 0.3624150308134001 valid acc 15/16
Epoch 8 loss 0.6896610883972856 valid acc 15/16
Epoch 8 loss 0.4833288868934831 valid acc 13/16
Epoch 8 loss 1.020659586186895 valid acc 14/16
Epoch 8 loss 1.0264959879574567 valid acc 14/16
Epoch 8 loss 1.0821574824081048 valid acc 13/16
Epoch 8 loss 0.8274404391640812 valid acc 14/16
Epoch 8 loss 0.5571228298621586 valid acc 14/16
Epoch 8 loss 0.42057716531983846 valid acc 13/16
Epoch 8 loss 1.0889801231915106 valid acc 14/16
Epoch 9 loss 0.05274945343237766 valid acc 14/16
Epoch 9 loss 0.6431117442571372 valid acc 14/16
Epoch 9 loss 1.93728624083595 valid acc 15/16
Epoch 9 loss 0.6347992639113693 valid acc 15/16
Epoch 9 loss 0.39260427169733014 valid acc 15/16
Epoch 9 loss 0.4176132493323179 valid acc 16/16
Epoch 9 loss 1.1058512024903338 valid acc 15/16
Epoch 9 loss 1.6996402469993521 valid acc 14/16
Epoch 9 loss 0.8224773458760221 valid acc 14/16
Epoch 9 loss 0.42521134439658104 valid acc 14/16
Epoch 9 loss 0.770910929483239 valid acc 14/16
Epoch 9 loss 1.3989449660820172 valid acc 14/16
Epoch 9 loss 1.2742559187573497 valid acc 14/16
Epoch 9 loss 1.441068626217704 valid acc 14/16
Epoch 9 loss 1.0002136177773986 valid acc 15/16
Epoch 9 loss 0.5598325088264923 valid acc 15/16
Epoch 9 loss 1.8765145683996969 valid acc 15/16
Epoch 9 loss 1.0687706314738932 valid acc 14/16
Epoch 9 loss 0.9776686355055566 valid acc 15/16
Epoch 9 loss 0.54582481874036 valid acc 15/16
Epoch 9 loss 0.7259650860856326 valid acc 13/16
Epoch 9 loss 0.5954981653120681 valid acc 14/16
Epoch 9 loss 0.3254862932585086 valid acc 15/16
Epoch 9 loss 0.3366414963961644 valid acc 14/16
Epoch 9 loss 0.40553425464336795 valid acc 14/16
Epoch 9 loss 0.47784653257332643 valid acc 15/16
Epoch 9 loss 0.8620607872001194 valid acc 15/16
Epoch 9 loss 0.5982618454229767 valid acc 15/16
Epoch 9 loss 0.6417654597065516 valid acc 14/16
Epoch 9 loss 0.6937996430836813 valid acc 13/16
Epoch 9 loss 0.7356799495020157 valid acc 13/16
Epoch 9 loss 0.6451099474114836 valid acc 13/16
Epoch 9 loss 0.5340236090381518 valid acc 13/16
Epoch 9 loss 0.6139626859700249 valid acc 13/16
Epoch 9 loss 1.018268590879318 valid acc 15/16
Epoch 9 loss 0.7759927376618683 valid acc 15/16
Epoch 9 loss 0.6939971015156583 valid acc 14/16
Epoch 9 loss 0.9439237160448622 valid acc 15/16
Epoch 9 loss 0.883463895199 valid acc 14/16
Epoch 9 loss 0.7388100883244453 valid acc 16/16
Epoch 9 loss 0.3840752473492335 valid acc 15/16
Epoch 9 loss 0.6144749638039614 valid acc 14/16
Epoch 9 loss 0.37416905098240205 valid acc 16/16
Epoch 9 loss 0.24616263014882803 valid acc 15/16
Epoch 9 loss 0.31215388927416066 valid acc 16/16
Epoch 9 loss 0.10312107202548997 valid acc 15/16
Epoch 9 loss 0.5966538792992744 valid acc 15/16
Epoch 9 loss 0.960258826848078 valid acc 15/16
Epoch 9 loss 0.7670934363560091 valid acc 15/16
Epoch 9 loss 0.635303414345568 valid acc 15/16
Epoch 9 loss 0.2760018552006359 valid acc 15/16
Epoch 9 loss 0.5037239303325931 valid acc 14/16
Epoch 9 loss 0.43725291370157704 valid acc 15/16
Epoch 9 loss 0.165099478763168 valid acc 15/16
Epoch 9 loss 0.6439204630805734 valid acc 15/16
Epoch 9 loss 0.5100926646031946 valid acc 15/16
Epoch 9 loss 0.7991409303006923 valid acc 15/16
Epoch 9 loss 0.42982758516518527 valid acc 15/16
Epoch 9 loss 1.261908501859423 valid acc 14/16
Epoch 9 loss 0.6627673471235904 valid acc 14/16
Epoch 9 loss 0.8540948457325518 valid acc 14/16
Epoch 9 loss 0.7357696824827042 valid acc 15/16
Epoch 9 loss 0.5054430578137253 valid acc 14/16
Epoch 10 loss 0.018018272335057345 valid acc 15/16
Epoch 10 loss 0.7116867575432052 valid acc 15/16
Epoch 10 loss 0.4110348591711208 valid acc 14/16
Epoch 10 loss 0.5921550762763976 valid acc 14/16
Epoch 10 loss 0.4285814129488236 valid acc 16/16
Epoch 10 loss 0.40124751368584965 valid acc 15/16
Epoch 10 loss 0.6113619452940953 valid acc 15/16
Epoch 10 loss 0.6969891164042364 valid acc 14/16
Epoch 10 loss 0.5592530771920108 valid acc 15/16
Epoch 10 loss 0.5171367117644011 valid acc 13/16
Epoch 10 loss 0.415039524506444 valid acc 13/16
Epoch 10 loss 1.0316825592337477 valid acc 13/16
Epoch 10 loss 0.620581820078632 valid acc 14/16
Epoch 10 loss 1.1207920413241705 valid acc 15/16
Epoch 10 loss 0.6898358670546756 valid acc 14/16
Epoch 10 loss 0.915319032112601 valid acc 15/16
Epoch 10 loss 1.052525289522392 valid acc 15/16
Epoch 10 loss 0.9572861761667689 valid acc 14/16
Epoch 10 loss 0.7977469563243336 valid acc 15/16
Epoch 10 loss 0.40369385037646005 valid acc 14/16
Epoch 10 loss 0.653673412385017 valid acc 12/16
Epoch 10 loss 0.317452010714975 valid acc 15/16
Epoch 10 loss 0.15248396574519893 valid acc 15/16
Epoch 10 loss 0.32369564525278216 valid acc 14/16
Epoch 10 loss 0.5972932584474105 valid acc 14/16
Epoch 10 loss 0.44811192697538293 valid acc 15/16
Epoch 10 loss 0.9939914185435189 valid acc 14/16
Epoch 10 loss 0.3268189881739716 valid acc 14/16
Epoch 10 loss 0.3550805469243686 valid acc 15/16
Epoch 10 loss 0.4148704519664951 valid acc 16/16
Epoch 10 loss 0.3852414935704265 valid acc 16/16
Epoch 10 loss 0.7132133158668434 valid acc 16/16
Epoch 10 loss 0.3447738451825587 valid acc 16/16
Epoch 10 loss 0.7717076051347989 valid acc 15/16
Epoch 10 loss 1.0727620368179527 valid acc 15/16
Epoch 10 loss 0.800000295735098 valid acc 15/16
Epoch 10 loss 0.6472381769670549 valid acc 15/16
Epoch 10 loss 1.215034550478678 valid acc 14/16
Epoch 10 loss 0.9454419412079438 valid acc 14/16
Epoch 10 loss 0.44376353813987407 valid acc 15/16
Epoch 10 loss 0.21498941526517762 valid acc 14/16
Epoch 10 loss 0.6988303874417261 valid acc 14/16
Epoch 10 loss 0.18512515408841923 valid acc 13/16
Epoch 10 loss 0.6880303297218631 valid acc 14/16
Epoch 10 loss 0.644569988226901 valid acc 14/16
Epoch 10 loss 0.17984576469832284 valid acc 14/16
Epoch 10 loss 0.6843407718120875 valid acc 15/16
Epoch 10 loss 1.0896794545862312 valid acc 16/16
Epoch 10 loss 0.41091029847612653 valid acc 15/16
Epoch 10 loss 0.34545343390122696 valid acc 15/16
Epoch 10 loss 0.5594913590074019 valid acc 15/16
Epoch 10 loss 0.5539913876877094 valid acc 14/16
Epoch 10 loss 0.6051112031500641 valid acc 14/16
Epoch 10 loss 0.7120383844874338 valid acc 14/16
Epoch 10 loss 1.1494382114569914 valid acc 15/16
Epoch 10 loss 0.3905423012094438 valid acc 14/16
Epoch 10 loss 0.7396754121157413 valid acc 14/16
Epoch 10 loss 0.3379483943863083 valid acc 15/16
Epoch 10 loss 0.6839612568588638 valid acc 15/16
Epoch 10 loss 0.6412993978218211 valid acc 14/16
Epoch 10 loss 0.5467916850240839 valid acc 13/16
Epoch 10 loss 0.4785512882156057 valid acc 13/16
Epoch 10 loss 0.45551186800096033 valid acc 12/16
Epoch 11 loss 0.009962332104526222 valid acc 14/16
Epoch 11 loss 0.44189708308132813 valid acc 14/16
Epoch 11 loss 1.0681948303681286 valid acc 14/16
Epoch 11 loss 0.5671048539851471 valid acc 15/16
Epoch 11 loss 0.2430133206023499 valid acc 15/16
Epoch 11 loss 0.28263723293798443 valid acc 13/16
Epoch 11 loss 0.8715810009039701 valid acc 13/16
Epoch 11 loss 1.4643102673687718 valid acc 15/16
Epoch 11 loss 0.7285594582847386 valid acc 14/16
Epoch 11 loss 0.8273521704902813 valid acc 13/16
Epoch 11 loss 0.628739021796674 valid acc 14/16
Epoch 11 loss 1.0869955393824045 valid acc 16/16
Epoch 11 loss 1.2434896632678583 valid acc 15/16
Epoch 11 loss 0.8611269958475155 valid acc 15/16
Epoch 11 loss 0.9496188303994092 valid acc 15/16
Epoch 11 loss 0.7623388656286967 valid acc 14/16
Epoch 11 loss 1.517898979991823 valid acc 13/16
Epoch 11 loss 0.7201163641015802 valid acc 14/16
Epoch 11 loss 0.8018714903876643 valid acc 14/16
Epoch 11 loss 0.19419899134082508 valid acc 14/16
Epoch 11 loss 0.4928265325506882 valid acc 13/16
Epoch 11 loss 0.6044804402674995 valid acc 14/16
Epoch 11 loss 0.16900261645236456 valid acc 14/16
Epoch 11 loss 0.42478373813227 valid acc 15/16
Epoch 11 loss 0.4929658670244398 valid acc 15/16
Epoch 11 loss 0.5870536172579609 valid acc 14/16
Epoch 11 loss 1.035310325205823 valid acc 15/16
Epoch 11 loss 0.4569351381215201 valid acc 13/16
Epoch 11 loss 0.3720482214001836 valid acc 13/16
Epoch 11 loss 0.35613255799398497 valid acc 14/16
Epoch 11 loss 0.4367089970803525 valid acc 15/16
Epoch 11 loss 0.649847713308221 valid acc 14/16
Epoch 11 loss 0.13906096102266063 valid acc 14/16
Epoch 11 loss 0.5484941820777413 valid acc 15/16
Epoch 11 loss 1.2555324222886146 valid acc 14/16
Epoch 11 loss 0.5656915562144373 valid acc 14/16
Epoch 11 loss 0.5618870580889471 valid acc 14/16
Epoch 11 loss 0.6005804521197664 valid acc 13/16
Epoch 11 loss 0.8502148571315311 valid acc 15/16
Epoch 11 loss 0.7763672092927361 valid acc 14/16
Epoch 11 loss 0.512011483910458 valid acc 14/16
Epoch 11 loss 0.6295023354608935 valid acc 15/16
Epoch 11 loss 0.27429018421026463 valid acc 15/16
Epoch 11 loss 0.3545283494875451 valid acc 14/16
Epoch 11 loss 0.2822129175172343 valid acc 15/16
Epoch 11 loss 0.23646574643079415 valid acc 14/16
Epoch 11 loss 1.2353047444731935 valid acc 14/16
Epoch 11 loss 1.12498807650749 valid acc 15/16
Epoch 11 loss 0.5807703617190817 valid acc 14/16
Epoch 11 loss 0.6601245752703382 valid acc 14/16
Epoch 11 loss 0.1663822889579732 valid acc 14/16
Epoch 11 loss 0.7004300857920166 valid acc 15/16
Epoch 11 loss 0.8475135896852927 valid acc 14/16
Epoch 11 loss 0.25402543953083934 valid acc 14/16
Epoch 11 loss 0.33035629425148144 valid acc 15/16
Epoch 11 loss 0.4130665287555425 valid acc 14/16
Epoch 11 loss 0.6512993706219375 valid acc 13/16
Epoch 11 loss 0.29630026125981596 valid acc 14/16
Epoch 11 loss 0.7263579590264854 valid acc 14/16
Epoch 11 loss 0.3059085106167524 valid acc 12/16
Epoch 11 loss 0.4916108978425474 valid acc 14/16
Epoch 11 loss 0.3969585989897307 valid acc 16/16
Epoch 11 loss 0.6677103967398288 valid acc 14/16
Epoch 12 loss 0.00985927098338891 valid acc 14/16
Epoch 12 loss 0.6166810421336713 valid acc 14/16
Epoch 12 loss 0.623637136753042 valid acc 15/16
Epoch 12 loss 0.4946834858523381 valid acc 15/16
Epoch 12 loss 0.3012961180585746 valid acc 14/16
Epoch 12 loss 0.4815141011159001 valid acc 15/16
Epoch 12 loss 0.6507474665629813 valid acc 14/16
Epoch 12 loss 0.6665109105011969 valid acc 14/16
Epoch 12 loss 0.336737559416844 valid acc 14/16
Epoch 12 loss 0.5847719990094735 valid acc 14/16
Epoch 12 loss 0.6733245616739189 valid acc 14/16
Epoch 12 loss 0.9756434660040461 valid acc 15/16
Epoch 12 loss 0.9853221296774302 valid acc 15/16
Epoch 12 loss 1.363632191013777 valid acc 14/16
Epoch 12 loss 0.9175169020006724 valid acc 15/16
Epoch 12 loss 0.47241499521720415 valid acc 15/16
Epoch 12 loss 0.7672680999638567 valid acc 15/16
Epoch 12 loss 1.0100456099166997 valid acc 15/16
Epoch 12 loss 1.2704911764917675 valid acc 14/16
Epoch 12 loss 0.2572550628000553 valid acc 14/16
Epoch 12 loss 0.7471136011227152 valid acc 12/16
Epoch 12 loss 0.36158524580561124 valid acc 13/16
Epoch 12 loss 0.20685806845947088 valid acc 15/16
Epoch 12 loss 0.42599954821972047 valid acc 14/16
Epoch 12 loss 0.09314838190111978 valid acc 14/16
Epoch 12 loss 0.5073991755294092 valid acc 14/16
Epoch 12 loss 0.696090988288687 valid acc 14/16
Epoch 12 loss 0.5435791374240349 valid acc 14/16
Epoch 12 loss 0.6860890128879392 valid acc 15/16
Epoch 12 loss 0.5041440089297138 valid acc 14/16
Epoch 12 loss 0.6894282770557145 valid acc 15/16
Epoch 12 loss 0.27433319096887254 valid acc 15/16
Epoch 12 loss 0.2094539615321728 valid acc 15/16
Epoch 12 loss 0.4546907937200771 valid acc 15/16
Epoch 12 loss 1.5438596802437523 valid acc 14/16
Epoch 12 loss 0.2388599795511956 valid acc 15/16
Epoch 12 loss 0.7515222442955382 valid acc 15/16
Epoch 12 loss 1.0958661995922738 valid acc 15/16
Epoch 12 loss 0.6445742641383859 valid acc 15/16
Epoch 12 loss 0.2256421002350506 valid acc 16/16
Epoch 12 loss 0.17521709914993316 valid acc 16/16
Epoch 12 loss 0.5571839545671257 valid acc 14/16
Epoch 12 loss 0.436787333788971 valid acc 14/16
Epoch 12 loss 0.12632134816023888 valid acc 15/16
Epoch 12 loss 0.3794438976791505 valid acc 15/16
Epoch 12 loss 0.24860524842680803 valid acc 14/16
Epoch 12 loss 0.5437883346773396 valid acc 16/16
Epoch 12 loss 0.8939102064652029 valid acc 14/16
Epoch 12 loss 0.6973632293092187 valid acc 14/16
Epoch 12 loss 0.4201845656957772 valid acc 14/16
Epoch 12 loss 0.6315269614014245 valid acc 15/16
Epoch 12 loss 0.7679019062649632 valid acc 14/16
Epoch 12 loss 0.8098406167503789 valid acc 14/16
Epoch 12 loss 0.2508314877707692 valid acc 15/16
Epoch 12 loss 0.6959251984321517 valid acc 14/16
Epoch 12 loss 0.29257440518219974 valid acc 15/16
Epoch 12 loss 1.1426369881929657 valid acc 13/16
Epoch 12 loss 0.291468343184485 valid acc 13/16
Epoch 12 loss 0.6379355847918657 valid acc 14/16
Epoch 12 loss 0.4954727652827419 valid acc 13/16
Epoch 12 loss 0.45575400799989974 valid acc 13/16
Epoch 12 loss 0.2810213475265761 valid acc 15/16
Epoch 12 loss 0.44704650978358634 valid acc 12/16
Epoch 13 loss 0.011955730557035369 valid acc 14/16
Epoch 13 loss 0.32932085849076953 valid acc 14/16
Epoch 13 loss 0.8450070882236591 valid acc 15/16
Epoch 13 loss 0.856219099242461 valid acc 14/16
Epoch 13 loss 0.35166546618183375 valid acc 13/16
Epoch 13 loss 0.5631928164399815 valid acc 15/16
Epoch 13 loss 0.8809102820778779 valid acc 13/16
Epoch 13 loss 0.5531544934436458 valid acc 16/16
Epoch 13 loss 0.3364633053686744 valid acc 15/16
Epoch 13 loss 0.20289122031229048 valid acc 15/16
Epoch 13 loss 0.5549423190779346 valid acc 13/16
Epoch 13 loss 0.9421865524175587 valid acc 14/16
Epoch 13 loss 0.5538920579424194 valid acc 14/16
Epoch 13 loss 0.29864012596157036 valid acc 14/16
Epoch 13 loss 0.8816739858154994 valid acc 14/16
Epoch 13 loss 0.5732976656388423 valid acc 15/16
Epoch 13 loss 0.9066025344431211 valid acc 14/16
Epoch 13 loss 0.5989096071265636 valid acc 15/16
Epoch 13 loss 0.35957969061477113 valid acc 16/16
Epoch 13 loss 0.32023347683844283 valid acc 15/16
Epoch 13 loss 0.7023825729538766 valid acc 12/16
Epoch 13 loss 0.34688391820823505 valid acc 15/16
Epoch 13 loss 0.3245623418984928 valid acc 14/16
Epoch 13 loss 0.4345498061342638 valid acc 15/16
Epoch 13 loss 0.622768693128723 valid acc 14/16
Epoch 13 loss 0.7255666389621805 valid acc 15/16
Epoch 13 loss 0.9527504701208583 valid acc 14/16
Epoch 13 loss 0.5122890399227509 valid acc 14/16
Epoch 13 loss 0.3674781787242336 valid acc 15/16
Epoch 13 loss 0.1856738475193035 valid acc 15/16
Epoch 13 loss 0.38136719725506896 valid acc 16/16
Epoch 13 loss 0.20115159302608515 valid acc 15/16
Epoch 13 loss 0.09085776151557616 valid acc 14/16
Epoch 13 loss 0.6114280162706135 valid acc 15/16
Epoch 13 loss 0.8051109977361129 valid acc 15/16
Epoch 13 loss 0.2589758766075555 valid acc 15/16
Epoch 13 loss 0.5291775789839634 valid acc 14/16
Epoch 13 loss 0.3715454580346396 valid acc 15/16
Epoch 13 loss 0.6223262664523294 valid acc 16/16
Epoch 13 loss 0.8298110671270944 valid acc 15/16
Epoch 13 loss 0.38146712017502865 valid acc 13/16
Epoch 13 loss 0.4514835170205259 valid acc 15/16
Epoch 13 loss 0.17694234692704808 valid acc 15/16
Epoch 13 loss 0.12759293884194395 valid acc 15/16
Epoch 13 loss 0.3705601248248218 valid acc 15/16
Epoch 13 loss 0.2199609549842263 valid acc 15/16
Epoch 13 loss 0.29809345985913116 valid acc 15/16
Epoch 13 loss 0.8175827716737124 valid acc 15/16
Epoch 13 loss 0.6337469357494014 valid acc 14/16
Epoch 13 loss 0.2398177798747378 valid acc 15/16
Epoch 13 loss 0.6419999812401883 valid acc 15/16
Epoch 13 loss 0.49436506185182466 valid acc 15/16
Epoch 13 loss 0.647919768825522 valid acc 15/16
Epoch 13 loss 0.591097665206346 valid acc 14/16
Epoch 13 loss 0.7419832155727785 valid acc 15/16
Epoch 13 loss 0.4512166030271834 valid acc 14/16
Epoch 13 loss 0.7093176150699662 valid acc 15/16
Epoch 13 loss 0.14392419388260996 valid acc 16/16
Epoch 13 loss 0.5662213832549248 valid acc 16/16
Epoch 13 loss 0.49064490619971307 valid acc 15/16
Epoch 13 loss 0.2660438013744507 valid acc 16/16
Epoch 13 loss 0.11426843363232396 valid acc 15/16
Epoch 13 loss 0.3179337649288071 valid acc 12/16
Epoch 14 loss 0.05340478182312951 valid acc 12/16
Epoch 14 loss 0.5402629422472235 valid acc 14/16
Epoch 14 loss 1.04979501395238 valid acc 14/16
Epoch 14 loss 0.5016380999255179 valid acc 15/16
Epoch 14 loss 0.15562136377301497 valid acc 16/16
Epoch 14 loss 0.37554386013789215 valid acc 16/16
Epoch 14 loss 0.7971927279984621 valid acc 14/16
Epoch 14 loss 0.7633398339915398 valid acc 16/16
Epoch 14 loss 0.6862576377544655 valid acc 16/16
Epoch 14 loss 0.18564521438827133 valid acc 15/16
Epoch 14 loss 0.4429662335429257 valid acc 15/16
Epoch 14 loss 0.9568440098575284 valid acc 14/16
Epoch 14 loss 0.5843870085310992 valid acc 14/16
Epoch 14 loss 0.8180395664190963 valid acc 14/16
Epoch 14 loss 0.4156789168738292 valid acc 15/16
Epoch 14 loss 0.47696521437011014 valid acc 15/16
Epoch 14 loss 0.8851823872939321 valid acc 15/16
Epoch 14 loss 0.6737454516708136 valid acc 14/16
Epoch 14 loss 0.5956314698460136 valid acc 14/16
Epoch 14 loss 0.17646722041723714 valid acc 15/16
Epoch 14 loss 0.42065332450343307 valid acc 15/16
Epoch 14 loss 0.31314209994417835 valid acc 15/16
Epoch 14 loss 0.09768701469287028 valid acc 15/16
Epoch 14 loss 0.4364465617292182 valid acc 14/16
Epoch 14 loss 0.1421168511824653 valid acc 15/16
Epoch 14 loss 0.30677803876305815 valid acc 15/16
Epoch 14 loss 0.4281825281781891 valid acc 16/16
Epoch 14 loss 0.25122546710874033 valid acc 15/16
Epoch 14 loss 0.3625239849941469 valid acc 16/16
Epoch 14 loss 0.3729029414812923 valid acc 16/16
Epoch 14 loss 0.35819039766588134 valid acc 15/16
Epoch 14 loss 0.4019729649592844 valid acc 15/16
Epoch 14 loss 0.21061440775850515 valid acc 16/16
Epoch 14 loss 0.34365701373413093 valid acc 15/16
Epoch 14 loss 0.4644107560578965 valid acc 13/16
Epoch 14 loss 0.6411751466522082 valid acc 15/16
Epoch 14 loss 0.23516333083038937 valid acc 15/16
Epoch 14 loss 0.34672596686252344 valid acc 16/16
Epoch 14 loss 0.6885850553530704 valid acc 16/16
Epoch 14 loss 0.32467936901533073 valid acc 14/16
Epoch 14 loss 0.10126086736781043 valid acc 15/16
Epoch 14 loss 0.14311831388173468 valid acc 16/16
Epoch 14 loss 0.15764730302140087 valid acc 15/16
Epoch 14 loss 0.24959174709921494 valid acc 16/16
Epoch 14 loss 0.472197832125246 valid acc 15/16
Epoch 14 loss 0.015358511007312016 valid acc 16/16
Epoch 14 loss 0.6652765992689184 valid acc 16/16
Epoch 14 loss 0.8057708135764152 valid acc 15/16
Epoch 14 loss 0.82909107997676 valid acc 16/16
Epoch 14 loss 0.29155199613252186 valid acc 16/16
Epoch 14 loss 0.20891425016313409 valid acc 16/16
Epoch 14 loss 0.3210672676123303 valid acc 15/16
Epoch 14 loss 0.14417200424522483 valid acc 15/16
Epoch 14 loss 0.12570296222806604 valid acc 15/16
Epoch 14 loss 0.6664194533385883 valid acc 16/16
Epoch 14 loss 0.8775260806846853 valid acc 16/16
Epoch 14 loss 1.1194577591841313 valid acc 15/16
Epoch 14 loss 0.6346286471345861 valid acc 15/16
Epoch 14 loss 0.399522699152368 valid acc 15/16
Epoch 14 loss 0.41384454783714225 valid acc 14/16
Epoch 14 loss 0.20572877585562988 valid acc 16/16
Epoch 14 loss 0.17226166432544843 valid acc 15/16
Epoch 14 loss 0.6322574528952889 valid acc 15/16
Epoch 15 loss 0.02229692714696344 valid acc 14/16
Epoch 15 loss 0.49822901071229825 valid acc 14/16
Epoch 15 loss 0.541057009035415 valid acc 14/16
Epoch 15 loss 0.2162493059517414 valid acc 14/16
Epoch 15 loss 0.36303970702724364 valid acc 14/16
Epoch 15 loss 0.19256251376837824 valid acc 14/16
Epoch 15 loss 0.23855574834526377 valid acc 14/16
Epoch 15 loss 0.8750047260862163 valid acc 15/16
Epoch 15 loss 0.4649989258461787 valid acc 16/16
Epoch 15 loss 0.25683695799050166 valid acc 16/16
Epoch 15 loss 0.539499830445655 valid acc 15/16
Epoch 15 loss 0.3465836393973973 valid acc 15/16
Epoch 15 loss 1.0255735929412693 valid acc 16/16
Epoch 15 loss 0.8494652168079185 valid acc 15/16
Epoch 15 loss 0.3313061069290829 valid acc 15/16
Epoch 15 loss 0.534956568933951 valid acc 15/16
Epoch 15 loss 0.7167227327253191 valid acc 15/16
Epoch 15 loss 0.8055374785471069 valid acc 16/16
Epoch 15 loss 0.5089347864367645 valid acc 15/16
Epoch 15 loss 0.4518424830846598 valid acc 15/16
Epoch 15 loss 0.4654206011236396 valid acc 15/16
Epoch 15 loss 0.321020358705326 valid acc 15/16
Epoch 15 loss 0.23997881746798622 valid acc 15/16
Epoch 15 loss 0.47172788051288816 valid acc 15/16
Epoch 15 loss 0.41854241997494723 valid acc 15/16
Epoch 15 loss 0.2765642225921866 valid acc 16/16
Epoch 15 loss 0.40795943228201503 valid acc 15/16
Epoch 15 loss 0.05481333098563064 valid acc 16/16
Epoch 15 loss 0.0918131388972648 valid acc 16/16
Epoch 15 loss 0.1174457488155596 valid acc 16/16
Epoch 15 loss 0.2653914529457571 valid acc 16/16
Epoch 15 loss 0.21181532893099408 valid acc 15/16
Epoch 15 loss 0.12814387646649755 valid acc 16/16
Epoch 15 loss 0.0994706307773646 valid acc 16/16
Epoch 15 loss 0.7794170980914978 valid acc 16/16
Epoch 15 loss 0.212767122108962 valid acc 14/16
Epoch 15 loss 0.05564981717227327 valid acc 15/16
Epoch 15 loss 0.3773015729125191 valid acc 15/16
Epoch 15 loss 0.42285742075558586 valid acc 16/16
Epoch 15 loss 0.24480474179509348 valid acc 15/16
Epoch 15 loss 0.15503842742959914 valid acc 15/16
Epoch 15 loss 0.36157729546376727 valid acc 15/16
Epoch 15 loss 0.40573708269903586 valid acc 15/16
Epoch 15 loss 0.16174280884411818 valid acc 16/16
Epoch 15 loss 0.4084097518911954 valid acc 14/16
Epoch 15 loss 0.17572359814893881 valid acc 16/16
Epoch 15 loss 0.7598912469626968 valid acc 16/16
Epoch 15 loss 1.0188245118529895 valid acc 15/16
Epoch 15 loss 0.23479788191600928 valid acc 14/16
Epoch 15 loss 0.3329633460864993 valid acc 14/16
Epoch 15 loss 0.41067365462783334 valid acc 15/16
Epoch 15 loss 0.556763654880733 valid acc 14/16
Epoch 15 loss 0.17316037551286217 valid acc 15/16
Epoch 15 loss 0.0872190592885535 valid acc 16/16
Epoch 15 loss 0.18463504304420814 valid acc 16/16
Epoch 15 loss 0.6394573176517314 valid acc 15/16
Epoch 15 loss 0.5850438643466755 valid acc 14/16
Epoch 15 loss 0.5089226450114924 valid acc 15/16
Epoch 15 loss 0.6437793358681756 valid acc 14/16
Epoch 15 loss 0.4551982190300685 valid acc 15/16
Epoch 15 loss 0.34629280381223704 valid acc 14/16
Epoch 15 loss 0.0875835886307849 valid acc 13/16
Epoch 15 loss 0.4526527573643966 valid acc 16/16
Epoch 16 loss 0.00053008136461963 valid acc 14/16
Epoch 16 loss 0.3374435147206405 valid acc 13/16
Epoch 16 loss 0.3975870881832547 valid acc 15/16
Epoch 16 loss 0.6515726180785202 valid acc 14/16
Epoch 16 loss 0.3070875891052294 valid acc 15/16
Epoch 16 loss 0.26545404871739275 valid acc 14/16
Epoch 16 loss 0.418261400069778 valid acc 15/16
Epoch 16 loss 0.5776817204560631 valid acc 15/16
Epoch 16 loss 0.20621930309931005 valid acc 14/16
Epoch 16 loss 0.34161816142784335 valid acc 14/16
Epoch 16 loss 0.3634747098914024 valid acc 14/16
Epoch 16 loss 0.5474879337606517 valid acc 15/16
Epoch 16 loss 0.2771526682739729 valid acc 15/16
Epoch 16 loss 0.3082524152533136 valid acc 14/16
Epoch 16 loss 0.2014133826612533 valid acc 14/16
Epoch 16 loss 0.28745452384604336 valid acc 15/16
Epoch 16 loss 1.0038213268769658 valid acc 15/16
Epoch 16 loss 0.5495042365378119 valid acc 13/16
Epoch 16 loss 0.4231097675223774 valid acc 16/16
Epoch 16 loss 0.2672075910598866 valid acc 15/16
Epoch 16 loss 0.5922415986270833 valid acc 14/16
Epoch 16 loss 0.1590389162470535 valid acc 13/16
Epoch 16 loss 0.3120671490836596 valid acc 14/16
Epoch 16 loss 0.1697058839589914 valid acc 12/16
Epoch 16 loss 0.18812685593618203 valid acc 15/16
Epoch 16 loss 0.09353946975390234 valid acc 13/16
Epoch 16 loss 0.5000896480631184 valid acc 13/16
Epoch 16 loss 0.47071885446406847 valid acc 12/16
Epoch 16 loss 0.2231551473820643 valid acc 13/16
Epoch 16 loss 0.26646878330746354 valid acc 15/16
Epoch 16 loss 0.18039168128818944 valid acc 14/16
Epoch 16 loss 0.3752421294010276 valid acc 13/16
Epoch 16 loss 0.630406167991523 valid acc 14/16
Epoch 16 loss 0.39580842658940674 valid acc 13/16
Epoch 16 loss 0.7139044251740774 valid acc 16/16
Epoch 16 loss 0.14858554458767104 valid acc 15/16
Epoch 16 loss 0.6075487795709058 valid acc 15/16
Epoch 16 loss 0.5703914327069458 valid acc 16/16
Epoch 16 loss 0.4819057902022342 valid acc 13/16
Epoch 16 loss 0.7163738398394839 valid acc 14/16
Epoch 16 loss 0.502346365540005 valid acc 15/16
Epoch 16 loss 0.23634393383088184 valid acc 15/16
Epoch 16 loss 0.2803043209728359 valid acc 15/16
Epoch 16 loss 0.26051549849254096 valid acc 15/16
Epoch 16 loss 0.1766904507584841 valid acc 14/16
Epoch 16 loss 0.06389322666540787 valid acc 14/16
Epoch 16 loss 0.6024219908145683 valid acc 16/16
Epoch 16 loss 0.8405134458857813 valid acc 14/16
Epoch 16 loss 0.7344627594203237 valid acc 14/16
Epoch 16 loss 0.38371865642756803 valid acc 14/16
Epoch 16 loss 0.20568314654264414 valid acc 15/16
Epoch 16 loss 0.510958000955658 valid acc 15/16
Epoch 16 loss 0.23482153292620755 valid acc 16/16
Epoch 16 loss 0.11967585474162776 valid acc 14/16
Epoch 16 loss 0.3958900870668088 valid acc 14/16
Epoch 16 loss 0.18967869873460458 valid acc 16/16
Epoch 16 loss 0.8645172117547132 valid acc 13/16
Epoch 16 loss 0.021571354476211897 valid acc 13/16
Epoch 16 loss 0.8807320660859194 valid acc 13/16
Epoch 16 loss 0.26456963889791796 valid acc 13/16
Epoch 16 loss 0.38809537991529097 valid acc 15/16
Epoch 16 loss 0.10634812978015741 valid acc 14/16
Epoch 16 loss 0.24853830015672865 valid acc 16/16
Epoch 17 loss 0.004617108350811351 valid acc 14/16
Epoch 17 loss 0.5865051762503218 valid acc 14/16
Epoch 17 loss 0.794407374280151 valid acc 16/16
Epoch 17 loss 0.551961322604083 valid acc 14/16
Epoch 17 loss 0.10400365419351172 valid acc 14/16
Epoch 17 loss 0.15703960464751926 valid acc 15/16
Epoch 17 loss 0.6528635206374753 valid acc 15/16
Epoch 17 loss 0.5265315423712194 valid acc 15/16
Epoch 17 loss 0.1458805617514925 valid acc 14/16
Epoch 17 loss 0.8698850211069686 valid acc 14/16
Epoch 17 loss 0.2914204855354623 valid acc 14/16
Epoch 17 loss 1.1191674780563519 valid acc 14/16
Epoch 17 loss 0.8417055645291653 valid acc 16/16
Epoch 17 loss 0.5225315606856015 valid acc 15/16
Epoch 17 loss 0.43373523555443816 valid acc 14/16
Epoch 17 loss 0.24628691676131698 valid acc 15/16
Epoch 17 loss 0.547949839500667 valid acc 15/16
Epoch 17 loss 0.3034319199927117 valid acc 15/16
Epoch 17 loss 0.7272736844083995 valid acc 14/16
Epoch 17 loss 0.16762870375644695 valid acc 16/16
Epoch 17 loss 0.550551239059815 valid acc 15/16
Epoch 17 loss 0.17108206991625882 valid acc 15/16
Epoch 17 loss 0.10367741888942322 valid acc 14/16
Epoch 17 loss 0.22834349181012348 valid acc 14/16
Epoch 17 loss 0.07891205212519514 valid acc 14/16
Epoch 17 loss 0.2522019981031221 valid acc 14/16
Epoch 17 loss 0.12762948029331653 valid acc 15/16
Epoch 17 loss 0.39700086878773805 valid acc 14/16
Epoch 17 loss 0.3820037716340451 valid acc 15/16
Epoch 17 loss 0.035676012091686575 valid acc 14/16
Epoch 17 loss 0.11893717938844892 valid acc 15/16
Epoch 17 loss 0.1650856743571313 valid acc 16/16
Epoch 17 loss 0.05290768748657266 valid acc 14/16
Epoch 17 loss 1.2930729539125736 valid acc 14/16
Epoch 17 loss 0.5746411021736872 valid acc 15/16
Epoch 17 loss 0.5110545529922615 valid acc 15/16
Epoch 17 loss 0.5690315159368544 valid acc 14/16
Epoch 17 loss 0.3397369005287679 valid acc 14/16
Epoch 17 loss 0.2769623335554444 valid acc 15/16
Epoch 17 loss 0.23610267599889084 valid acc 15/16
Epoch 17 loss 0.23621732482326693 valid acc 15/16
Epoch 17 loss 0.17984690116777236 valid acc 14/16
Epoch 17 loss 0.23836783672286155 valid acc 15/16
Epoch 17 loss 0.12783990064645862 valid acc 15/16
Epoch 17 loss 0.3528729310699791 valid acc 15/16
Epoch 17 loss 0.08058023667924626 valid acc 15/16
Epoch 17 loss 0.5282456121844714 valid acc 15/16
Epoch 17 loss 0.9274163651664198 valid acc 14/16
Epoch 17 loss 0.8792929044056313 valid acc 15/16
Epoch 17 loss 0.39324306327774183 valid acc 14/16
Epoch 17 loss 0.4857717585430947 valid acc 14/16
Epoch 17 loss 0.2274944476657972 valid acc 16/16
Epoch 17 loss 0.22320058128904163 valid acc 15/16
Epoch 17 loss 0.06627522097944323 valid acc 15/16
Epoch 17 loss 0.574833409388781 valid acc 15/16
Epoch 17 loss 0.39715719932570226 valid acc 16/16
Epoch 17 loss 0.8894146102282956 valid acc 15/16
Epoch 17 loss 0.1281745865088398 valid acc 15/16
Epoch 17 loss 0.5572550639022366 valid acc 14/16
Epoch 17 loss 1.0673849297474431 valid acc 15/16
Epoch 17 loss 0.17198947779336532 valid acc 15/16
Epoch 17 loss 0.4596888394899086 valid acc 14/16
Epoch 17 loss 0.4504811241316629 valid acc 13/16
Epoch 18 loss 0.0029853266050038456 valid acc 15/16
Epoch 18 loss 0.5920154299399377 valid acc 13/16
Epoch 18 loss 0.4874372486380807 valid acc 14/16
Epoch 18 loss 0.30880399917474255 valid acc 14/16
Epoch 18 loss 0.27570659908080564 valid acc 14/16
Epoch 18 loss 0.30839229617638436 valid acc 15/16
Epoch 18 loss 1.0905475066664492 valid acc 15/16
Epoch 18 loss 0.508139004823138 valid acc 15/16
Epoch 18 loss 0.2567447873848717 valid acc 14/16
Epoch 18 loss 0.1795617564984355 valid acc 16/16
Epoch 18 loss 0.24626937205348629 valid acc 14/16
Epoch 18 loss 0.5436420113204109 valid acc 15/16
Epoch 18 loss 0.10655402511694251 valid acc 14/16
Epoch 18 loss 0.6236584519157707 valid acc 15/16
Epoch 18 loss 0.46636515205342843 valid acc 14/16
Epoch 18 loss 0.460473876705595 valid acc 15/16
Epoch 18 loss 0.6117942757050396 valid acc 15/16
Epoch 18 loss 0.6117265065611566 valid acc 16/16
Epoch 18 loss 0.17479052600240005 valid acc 15/16
Epoch 18 loss 0.19867298852353615 valid acc 15/16
Epoch 18 loss 0.3520396416606226 valid acc 15/16
Epoch 18 loss 0.3158691584094604 valid acc 13/16
Epoch 18 loss 0.15032850760785932 valid acc 16/16
Epoch 18 loss 0.14573379732644182 valid acc 15/16
Epoch 18 loss 0.3287614283983532 valid acc 15/16
Epoch 18 loss 0.2744088121038861 valid acc 15/16
Epoch 18 loss 0.3267270641116422 valid acc 15/16
Epoch 18 loss 0.038414174819732916 valid acc 15/16
Epoch 18 loss 0.40115552302637364 valid acc 15/16
Epoch 18 loss 0.08241237489948676 valid acc 15/16
Epoch 18 loss 0.18830703406826066 valid acc 14/16
Epoch 18 loss 0.3421204951045159 valid acc 14/16
Epoch 18 loss 0.1459207436858069 valid acc 14/16
Epoch 18 loss 0.250661063697315 valid acc 15/16
Epoch 18 loss 0.5868646629939624 valid acc 14/16
Epoch 18 loss 0.12325630046026712 valid acc 12/16
Epoch 18 loss 0.1422000121994887 valid acc 15/16
Epoch 18 loss 0.314856034759226 valid acc 14/16
Epoch 18 loss 0.32071532390163615 valid acc 15/16
Epoch 18 loss 0.29837268299342534 valid acc 15/16
Epoch 18 loss 0.11345122763693737 valid acc 14/16
Epoch 18 loss 0.17681642099228312 valid acc 14/16
Epoch 18 loss 0.3154425563661368 valid acc 14/16
Epoch 18 loss 0.04355318699681258 valid acc 15/16
Epoch 18 loss 0.3438157944955784 valid acc 15/16
Epoch 18 loss 0.053649180670485304 valid acc 15/16
Epoch 18 loss 0.47627567734788034 valid acc 15/16
Epoch 18 loss 0.6169797679465777 valid acc 15/16
Epoch 18 loss 0.20587085981201397 valid acc 15/16
Epoch 18 loss 0.18731332641618523 valid acc 13/16
Epoch 18 loss 0.7103087461218296 valid acc 15/16
Epoch 18 loss 0.6416872578707673 valid acc 14/16
Epoch 18 loss 0.6815911496851357 valid acc 15/16
Epoch 18 loss 0.13488331443078827 valid acc 14/16
Epoch 18 loss 0.3359791634997173 valid acc 14/16
Epoch 18 loss 0.07764208412165148 valid acc 14/16
Epoch 18 loss 0.9634972144875774 valid acc 14/16
Epoch 18 loss 0.2885712342302298 valid acc 15/16
Epoch 18 loss 0.7250479737448252 valid acc 14/16
Epoch 18 loss 0.12769599116997157 valid acc 15/16
Epoch 18 loss 0.44721078869678016 valid acc 14/16
Epoch 18 loss 0.7028444028458936 valid acc 14/16
Epoch 18 loss 0.162321217115048 valid acc 15/16
Epoch 19 loss 0.00015810907425852544 valid acc 15/16
Epoch 19 loss 0.34110287596605265 valid acc 15/16
Epoch 19 loss 0.17902298839914887 valid acc 15/16
Epoch 19 loss 0.2824186532551838 valid acc 15/16
Epoch 19 loss 0.03636175347534541 valid acc 15/16
Epoch 19 loss 0.48035597334557967 valid acc 16/16
Epoch 19 loss 0.3563411092980916 valid acc 15/16
Epoch 19 loss 0.33678815339969453 valid acc 16/16
Epoch 19 loss 0.3342715362215921 valid acc 15/16
Epoch 19 loss 0.07713390106179438 valid acc 15/16
Epoch 19 loss 0.10736144593035056 valid acc 15/16
Epoch 19 loss 0.3083978069620515 valid acc 15/16
Epoch 19 loss 0.399763381710001 valid acc 15/16
Epoch 19 loss 0.2134088574957449 valid acc 14/16
Epoch 19 loss 0.3380491301700273 valid acc 14/16
Epoch 19 loss 0.3751482162867036 valid acc 14/16
Epoch 19 loss 0.8230492316045768 valid acc 14/16
Epoch 19 loss 0.32377035804603765 valid acc 13/16
Epoch 19 loss 0.17257814509653951 valid acc 14/16
Epoch 19 loss 0.145607123346464 valid acc 15/16
Epoch 19 loss 0.25410781261319937 valid acc 14/16
Epoch 19 loss 0.0390023277994517 valid acc 15/16
Epoch 19 loss 0.11243101061866084 valid acc 15/16
Epoch 19 loss 0.22748016555658784 valid acc 15/16
Epoch 19 loss 0.20548219513750485 valid acc 15/16
Epoch 19 loss 0.3962503040425438 valid acc 15/16
Epoch 19 loss 0.32340716664062996 valid acc 16/16
Epoch 19 loss 0.6661247187204357 valid acc 15/16
Epoch 19 loss 0.5869730185635971 valid acc 16/16
Epoch 19 loss 0.13170170849547236 valid acc 16/16
Epoch 19 loss 0.34394374697798896 valid acc 16/16
Epoch 19 loss 0.2238928010922373 valid acc 16/16
Epoch 19 loss 0.3102431405507324 valid acc 16/16
Epoch 19 loss 0.23999664813100985 valid acc 13/16
Epoch 19 loss 0.5590695189287561 valid acc 16/16
Epoch 19 loss 0.24786979464657505 valid acc 15/16
Epoch 19 loss 0.544560543360266 valid acc 16/16
Epoch 19 loss 0.21002624887819998 valid acc 15/16
Epoch 19 loss 0.2867347431554774 valid acc 15/16
Epoch 19 loss 0.24432358052861572 valid acc 13/16
Epoch 19 loss 0.4602367171442236 valid acc 16/16
Epoch 19 loss 0.9084873013115121 valid acc 16/16
Epoch 19 loss 0.1550418054716992 valid acc 15/16
Epoch 19 loss 0.3355373950964091 valid acc 14/16
Epoch 19 loss 0.32799973375628827 valid acc 15/16
Epoch 19 loss 0.12712581122913283 valid acc 16/16
Epoch 19 loss 0.2982172644323972 valid acc 16/16
Epoch 19 loss 1.1032857923492938 valid acc 15/16
Epoch 19 loss 0.3460040603264954 valid acc 15/16
Epoch 19 loss 0.1460667137824394 valid acc 15/16
Epoch 19 loss 0.2750761438120566 valid acc 15/16
Epoch 19 loss 0.2293045966705356 valid acc 15/16
Epoch 19 loss 0.21713969490839397 valid acc 15/16
Epoch 19 loss 0.105763260474872 valid acc 14/16
Epoch 19 loss 0.1614838123277705 valid acc 15/16
Epoch 19 loss 0.12481145535624355 valid acc 15/16
Epoch 19 loss 0.9131518775611265 valid acc 13/16
Epoch 19 loss 0.38333467840771407 valid acc 14/16
Epoch 19 loss 0.14629756456563642 valid acc 14/16
Epoch 19 loss 0.7305641268439098 valid acc 14/16
Epoch 19 loss 0.3090873576528883 valid acc 15/16
Epoch 19 loss 0.10106326797473875 valid acc 15/16
Epoch 19 loss 0.22307280330699814 valid acc 15/16
Epoch 20 loss 0.005646544130921638 valid acc 15/16
Epoch 20 loss 0.6016954264431371 valid acc 15/16
Epoch 20 loss 0.3162018207082852 valid acc 15/16
Epoch 20 loss 0.39914918213998585 valid acc 15/16
Epoch 20 loss 0.3955993327950086 valid acc 14/16
Epoch 20 loss 0.17405148054268751 valid acc 15/16
Epoch 20 loss 0.2923015907151979 valid acc 14/16
Epoch 20 loss 0.31852858137760326 valid acc 14/16
Epoch 20 loss 0.632001818693002 valid acc 15/16
Epoch 20 loss 0.5346257652471434 valid acc 14/16
Epoch 20 loss 0.15209007014260745 valid acc 15/16
Epoch 20 loss 0.6867960356989944 valid acc 15/16
Epoch 20 loss 0.17615452700554368 valid acc 15/16
Epoch 20 loss 0.17514637722212334 valid acc 14/16
Epoch 20 loss 0.4828611076875498 valid acc 14/16
Epoch 20 loss 0.526948211079405 valid acc 15/16
Epoch 20 loss 0.31866543151587434 valid acc 14/16
Epoch 20 loss 0.6281038414099785 valid acc 14/16
Epoch 20 loss 0.46836971656625814 valid acc 15/16
Epoch 20 loss 0.6423944326811816 valid acc 15/16
Epoch 20 loss 0.6385481096282781 valid acc 12/16
Epoch 20 loss 0.44122518908585984 valid acc 13/16
Epoch 20 loss 0.14411602313421812 valid acc 14/16
Epoch 20 loss 0.568412430747725 valid acc 12/16
Epoch 20 loss 0.3087687037525401 valid acc 14/16
Epoch 20 loss 0.37660638567978194 valid acc 15/16
Epoch 20 loss 0.26511059314584035 valid acc 15/16
Epoch 20 loss 0.3988895978575948 valid acc 15/16
Epoch 20 loss 0.6149507087028201 valid acc 13/16
Epoch 20 loss 0.04104436200594589 valid acc 14/16
Epoch 20 loss 0.18496220761582097 valid acc 14/16
Epoch 20 loss 0.21443944867041279 valid acc 14/16
Epoch 20 loss 0.39462815633928805 valid acc 15/16
Epoch 20 loss 0.18856296832002428 valid acc 14/16
Epoch 20 loss 0.7456513616708138 valid acc 15/16
Epoch 20 loss 0.29934922938841935 valid acc 14/16
Epoch 20 loss 0.4170652628725906 valid acc 15/16
Epoch 20 loss 0.23965087491231754 valid acc 15/16
Epoch 20 loss 0.26583063457721157 valid acc 16/16
Epoch 20 loss 0.24696035749441614 valid acc 15/16
Epoch 20 loss 0.250158770156404 valid acc 16/16
Epoch 20 loss 0.40642796548964805 valid acc 15/16
Epoch 20 loss 0.09091926885401133 valid acc 16/16
Epoch 20 loss 0.13645977694161313 valid acc 15/16
Epoch 20 loss 0.2915509738991417 valid acc 15/16
Epoch 20 loss 0.2844909334205866 valid acc 16/16
Epoch 20 loss 0.204565324286148 valid acc 14/16
Epoch 20 loss 0.9315197415215279 valid acc 15/16
Epoch 20 loss 0.33739899037453464 valid acc 15/16
Epoch 20 loss 0.013816807860938368 valid acc 14/16
Epoch 20 loss 0.1990914970570802 valid acc 15/16
Epoch 20 loss 0.44705851237850636 valid acc 15/16
Epoch 20 loss 0.2777059125410417 valid acc 15/16
Epoch 20 loss 0.03655318083342348 valid acc 15/16
Epoch 20 loss 0.29550434732508224 valid acc 15/16
Epoch 20 loss 0.2533448590146284 valid acc 15/16
Epoch 20 loss 0.8486517590825642 valid acc 13/16
Epoch 20 loss 0.11980905678350882 valid acc 15/16
Epoch 20 loss 0.6581094092091466 valid acc 15/16
Epoch 20 loss 0.2301917510836609 valid acc 14/16
Epoch 20 loss 0.2500424085940982 valid acc 15/16
Epoch 20 loss 0.208793138328228 valid acc 14/16
Epoch 20 loss 0.31196797207148186 valid acc 15/16
Epoch 21 loss 0.002454836655122433 valid acc 15/16
Epoch 21 loss 0.5232362638233303 valid acc 15/16
Epoch 21 loss 0.6117468097923544 valid acc 14/16
Epoch 21 loss 0.10225139900581212 valid acc 15/16
Epoch 21 loss 0.47395132551449515 valid acc 14/16
Epoch 21 loss 0.5160364681806378 valid acc 13/16
Epoch 21 loss 0.17036387759492644 valid acc 14/16
Epoch 21 loss 0.44774252221534394 valid acc 14/16
Epoch 21 loss 0.5138980814831038 valid acc 16/16
Epoch 21 loss 0.20463620872398838 valid acc 15/16
Epoch 21 loss 0.3083516801582086 valid acc 14/16
Epoch 21 loss 0.35378288747381453 valid acc 15/16
Epoch 21 loss 0.4952261153640627 valid acc 14/16
Epoch 21 loss 0.3831258718772632 valid acc 15/16
Epoch 21 loss 0.19439024068802868 valid acc 15/16
Epoch 21 loss 0.4640296870060077 valid acc 15/16
Epoch 21 loss 0.5615907354551152 valid acc 15/16
Epoch 21 loss 0.36922349256419384 valid acc 14/16
Epoch 21 loss 0.38501077733137296 valid acc 15/16
Epoch 21 loss 0.3678047319847636 valid acc 15/16
Epoch 21 loss 0.2107928302443176 valid acc 14/16
Epoch 21 loss 0.08501737040299084 valid acc 14/16
Epoch 21 loss 0.09497062050088109 valid acc 14/16
Epoch 21 loss 0.09241829319227002 valid acc 14/16
Epoch 21 loss 0.08175650424881512 valid acc 15/16
Epoch 21 loss 0.13960688154625114 valid acc 15/16
Epoch 21 loss 0.8570165698408427 valid acc 13/16
Epoch 21 loss 0.14223463449406218 valid acc 14/16
Epoch 21 loss 0.1779691555743733 valid acc 13/16
Epoch 21 loss 0.08616169731993313 valid acc 15/16
Epoch 21 loss 0.22796933677438838 valid acc 14/16
Epoch 21 loss 0.16611673955973744 valid acc 15/16
Epoch 21 loss 0.21399589296421656 valid acc 14/16
Epoch 21 loss 0.5610977729004226 valid acc 15/16
Epoch 21 loss 1.092577479960994 valid acc 14/16
Epoch 21 loss 0.14545939479970993 valid acc 13/16
Epoch 21 loss 0.33423692044080194 valid acc 15/16
Epoch 21 loss 0.23401634294982665 valid acc 15/16
Epoch 21 loss 0.2297731458984103 valid acc 15/16
Epoch 21 loss 0.13848938115002762 valid acc 14/16
Epoch 21 loss 0.0761982712127158 valid acc 15/16
Epoch 21 loss 0.5028583581880341 valid acc 16/16
Epoch 21 loss 0.32754248695814236 valid acc 14/16
Epoch 21 loss 0.10575815974903917 valid acc 14/16
Epoch 21 loss 0.5167732059357846 valid acc 14/16
Epoch 21 loss 0.06829759113122723 valid acc 14/16
Epoch 21 loss 0.6566092623471742 valid acc 15/16
Epoch 21 loss 0.3602812270414383 valid acc 15/16
Epoch 21 loss 0.4469573253174053 valid acc 14/16
Epoch 21 loss 0.12627614670084317 valid acc 14/16
Epoch 21 loss 0.26464044964195993 valid acc 15/16
Epoch 21 loss 0.2912928600711498 valid acc 15/16
Epoch 21 loss 0.17049564817580223 valid acc 15/16
Epoch 21 loss 0.0735218251140091 valid acc 15/16
Epoch 21 loss 0.48478392215939403 valid acc 15/16
Epoch 21 loss 0.14374342892210482 valid acc 15/16
Epoch 21 loss 0.5823450909459856 valid acc 13/16
Epoch 21 loss 0.06192281250110261 valid acc 15/16
Epoch 21 loss 0.28401145984442344 valid acc 14/16
Epoch 21 loss 0.15143407380437857 valid acc 15/16
Epoch 21 loss 0.11370446905621888 valid acc 15/16
Epoch 21 loss 0.2169047317592665 valid acc 14/16
Epoch 21 loss 0.40625495564991354 valid acc 13/16
Epoch 22 loss 0.007852455207478957 valid acc 13/16
Epoch 22 loss 0.4584786807948099 valid acc 14/16
Epoch 22 loss 0.4041534629945209 valid acc 16/16
Epoch 22 loss 0.2968308225057926 valid acc 15/16
Epoch 22 loss 0.12380287548445412 valid acc 15/16
Epoch 22 loss 0.2888595123465868 valid acc 16/16
Epoch 22 loss 0.3025639593301295 valid acc 14/16
Epoch 22 loss 0.33533431831481036 valid acc 14/16
Epoch 22 loss 0.29853756726529995 valid acc 16/16
Epoch 22 loss 0.1556052929723828 valid acc 15/16
Epoch 22 loss 0.20272104659384543 valid acc 15/16
Epoch 22 loss 0.38303217475300405 valid acc 16/16
Epoch 22 loss 1.010289217398457 valid acc 15/16
Epoch 22 loss 0.863098299773831 valid acc 15/16
Epoch 22 loss 0.5282676870006542 valid acc 15/16
Epoch 22 loss 0.32113755997115423 valid acc 16/16
Epoch 22 loss 0.40385824935834663 valid acc 15/16
Epoch 22 loss 0.37924044828824166 valid acc 16/16
Epoch 22 loss 0.2746248052925608 valid acc 16/16
Epoch 22 loss 0.14536648747768677 valid acc 15/16
Epoch 22 loss 0.3095694864232305 valid acc 15/16
Epoch 22 loss 0.4619084392149272 valid acc 14/16
Epoch 22 loss 0.24995562072748917 valid acc 16/16
Epoch 22 loss 0.15311868661898448 valid acc 15/16
Epoch 22 loss 0.4846474789564194 valid acc 15/16
Epoch 22 loss 0.24862094392297132 valid acc 15/16
Epoch 22 loss 0.18203885187882354 valid acc 16/16
Epoch 22 loss 0.04133891524756922 valid acc 15/16
Epoch 22 loss 0.4297706303154254 valid acc 16/16
Epoch 22 loss 0.08247422543543972 valid acc 15/16
Epoch 22 loss 0.15449026872711197 valid acc 13/16
Epoch 22 loss 0.1642680002091302 valid acc 16/16
Epoch 22 loss 0.533720534725288 valid acc 15/16
Epoch 22 loss 0.051110287834392296 valid acc 15/16
Epoch 22 loss 0.40909750785002214 valid acc 16/16
Epoch 22 loss 0.20928367596503314 valid acc 16/16
Epoch 22 loss 0.045782869971337375 valid acc 16/16
Epoch 22 loss 0.05652261851842694 valid acc 16/16
Epoch 22 loss 0.035897081849986336 valid acc 16/16
Epoch 22 loss 0.10819916628081593 valid acc 16/16
Epoch 22 loss 0.10204135534016273 valid acc 16/16
Epoch 22 loss 0.3209185566061912 valid acc 14/16
Epoch 22 loss 0.28383021317522417 valid acc 15/16
Epoch 22 loss 0.05686859130706444 valid acc 15/16
Epoch 22 loss 0.1500536756895108 valid acc 14/16
Epoch 22 loss 0.06263606107239077 valid acc 15/16
Epoch 22 loss 0.2233172181171828 valid acc 16/16
Epoch 22 loss 0.6458562175243054 valid acc 16/16
Epoch 22 loss 0.2198836173987345 valid acc 16/16
Epoch 22 loss 0.09093900825474115 valid acc 16/16
Epoch 22 loss 0.3133713330520135 valid acc 15/16
Epoch 22 loss 0.42990984978982305 valid acc 16/16
Epoch 22 loss 0.18391245737316608 valid acc 16/16
Epoch 22 loss 0.0673251912080021 valid acc 16/16
Epoch 22 loss 0.7754745758435 valid acc 14/16
Epoch 22 loss 0.33341688219813526 valid acc 14/16
Epoch 22 loss 0.31699229448702343 valid acc 13/16
Epoch 22 loss 0.13098392766639255 valid acc 14/16
Epoch 22 loss 0.7927343910148875 valid acc 13/16
Epoch 22 loss 0.1519434846771907 valid acc 14/16
Epoch 22 loss 0.2491503323392152 valid acc 15/16
Epoch 22 loss 0.28546722652508705 valid acc 15/16
Epoch 22 loss 0.5799068226421563 valid acc 15/16
Epoch 23 loss 0.0002437047583042079 valid acc 16/16
Epoch 23 loss 0.21178125676382076 valid acc 15/16
Epoch 23 loss 0.31137319496089594 valid acc 14/16
Epoch 23 loss 0.7706616501771754 valid acc 15/16
Epoch 23 loss 0.030635107697859102 valid acc 14/16
Epoch 23 loss 0.3652419987500025 valid acc 15/16
Epoch 23 loss 0.4805307065408778 valid acc 15/16
Epoch 23 loss 0.3551115903493848 valid acc 14/16
Epoch 23 loss 0.578079143998306 valid acc 16/16
Epoch 23 loss 0.47275450693890875 valid acc 15/16
Epoch 23 loss 0.525009773317786 valid acc 15/16
Epoch 23 loss 0.6921446149897821 valid acc 15/16
Epoch 23 loss 0.038365466799148415 valid acc 16/16
Epoch 23 loss 0.7083298973799153 valid acc 15/16
Epoch 23 loss 0.4819714457278863 valid acc 15/16
Epoch 23 loss 0.24512107881314016 valid acc 15/16
Epoch 23 loss 0.88125279905783 valid acc 14/16
Epoch 23 loss 0.6211133093312118 valid acc 14/16
Epoch 23 loss 0.6968329154648976 valid acc 15/16
Epoch 23 loss 0.18113505555375112 valid acc 12/16
Epoch 23 loss 0.8503290641856119 valid acc 15/16
Epoch 23 loss 0.41611883207043554 valid acc 15/16
Epoch 23 loss 0.23895134988357203 valid acc 16/16
Epoch 23 loss 0.45818083070075033 valid acc 14/16
Epoch 23 loss 0.34310564631575613 valid acc 16/16
Epoch 23 loss 0.2933284027222977 valid acc 15/16
Epoch 23 loss 0.3283398759369989 valid acc 15/16
Epoch 23 loss 0.2817774768005018 valid acc 16/16
Epoch 23 loss 0.3933859555225647 valid acc 15/16
Epoch 23 loss 0.027345841737376368 valid acc 14/16
Epoch 23 loss 0.21022048977003932 valid acc 15/16
Epoch 23 loss 0.15689169289227411 valid acc 16/16
Epoch 23 loss 0.3619052657429366 valid acc 14/16
Epoch 23 loss 0.40092882743079666 valid acc 15/16
Epoch 23 loss 0.4377918109878848 valid acc 16/16
Epoch 23 loss 0.21553701594503666 valid acc 16/16
Epoch 23 loss 0.3831970250757395 valid acc 16/16
Epoch 23 loss 0.3089517849926498 valid acc 16/16
Epoch 23 loss 0.14711696580438324 valid acc 16/16
Epoch 23 loss 0.4895361731960853 valid acc 14/16
Epoch 23 loss 0.16547747657038173 valid acc 16/16
Epoch 23 loss 0.2873491773359327 valid acc 15/16
Epoch 23 loss 0.18351868792776824 valid acc 16/16
Epoch 23 loss 0.03788039779213581 valid acc 16/16
Epoch 23 loss 0.252973325654708 valid acc 14/16
Epoch 23 loss 0.09327304591022975 valid acc 16/16
Epoch 23 loss 0.247023997017295 valid acc 16/16
Epoch 23 loss 0.7392808331593163 valid acc 16/16
Epoch 23 loss 0.6017156305986885 valid acc 16/16
Epoch 23 loss 0.23740098941385576 valid acc 16/16
Epoch 23 loss 0.19006454845366896 valid acc 16/16
Epoch 23 loss 0.33356642625471955 valid acc 16/16
Epoch 23 loss 0.20760023831947627 valid acc 16/16
Epoch 23 loss 0.01682890398283528 valid acc 15/16
Epoch 23 loss 0.292340383180483 valid acc 16/16
Epoch 23 loss 0.2818822235267723 valid acc 16/16
Epoch 23 loss 0.2040486674690797 valid acc 15/16
Epoch 23 loss 0.23111869976174126 valid acc 15/16
Epoch 23 loss 0.25091179095539534 valid acc 15/16
Epoch 23 loss 0.16301618836985785 valid acc 16/16
Epoch 23 loss 0.23256720760230074 valid acc 15/16
Epoch 23 loss 0.16121006741980606 valid acc 16/16
Epoch 23 loss 0.1975096263389159 valid acc 16/16
Epoch 24 loss 0.0015751192203726045 valid acc 16/16
Epoch 24 loss 0.32020728461973985 valid acc 16/16
Epoch 24 loss 0.24575930015175199 valid acc 16/16
Epoch 24 loss 0.05842325570152452 valid acc 16/16
Epoch 24 loss 0.030631572557193565 valid acc 16/16
Epoch 24 loss 0.22994008362676943 valid acc 16/16
Epoch 24 loss 0.1497134606864661 valid acc 16/16
Epoch 24 loss 0.26146852273854093 valid acc 16/16
Epoch 24 loss 0.38171179684008344 valid acc 16/16
Epoch 24 loss 0.3727796829615658 valid acc 15/16
Epoch 24 loss 0.13453355932063535 valid acc 14/16
Epoch 24 loss 0.08096791628883668 valid acc 16/16
Epoch 24 loss 0.2873141306334998 valid acc 15/16
Epoch 24 loss 0.29554320818781177 valid acc 15/16
Epoch 24 loss 0.15015954989535346 valid acc 14/16
Epoch 24 loss 0.193654952797857 valid acc 14/16
Epoch 24 loss 0.5191026792459437 valid acc 15/16
Epoch 24 loss 0.28173907395139375 valid acc 15/16
Epoch 24 loss 0.3170506696385007 valid acc 15/16
Epoch 24 loss 0.16827581537897712 valid acc 16/16
Epoch 24 loss 0.40803322186369 valid acc 14/16
Epoch 24 loss 0.3391465196658746 valid acc 15/16
Epoch 24 loss 0.05729403524403862 valid acc 16/16
Epoch 24 loss 0.34513386920240635 valid acc 15/16
Epoch 24 loss 0.34324480569492194 valid acc 15/16
Epoch 24 loss 0.4070041009339287 valid acc 15/16
Epoch 24 loss 0.5380874014428446 valid acc 15/16
Epoch 24 loss 0.11655699730836366 valid acc 15/16
Epoch 24 loss 0.5494666049144541 valid acc 15/16
Epoch 24 loss 0.07174343937111047 valid acc 15/16
Epoch 24 loss 0.04627396111575198 valid acc 15/16
Epoch 24 loss 0.06508148013179321 valid acc 16/16
Epoch 24 loss 0.052908310572043045 valid acc 15/16
Epoch 24 loss 0.01733158144762842 valid acc 16/16
Epoch 24 loss 0.5231434672428239 valid acc 15/16
Epoch 24 loss 0.131608800698577 valid acc 15/16
Epoch 24 loss 0.03416091221438623 valid acc 15/16
Epoch 24 loss 0.24725249042033198 valid acc 15/16
Epoch 24 loss 0.2997518131663316 valid acc 15/16
Epoch 24 loss 0.5361615136729762 valid acc 16/16
Epoch 24 loss 0.40432302686036287 valid acc 16/16
Epoch 24 loss 0.7204610780209803 valid acc 15/16
Epoch 24 loss 0.26812245338806945 valid acc 15/16
Epoch 24 loss 0.04181425899232724 valid acc 15/16
Epoch 24 loss 0.12403663546812822 valid acc 15/16
Epoch 24 loss 0.4198001633158725 valid acc 14/16
Epoch 24 loss 0.5248240746247631 valid acc 15/16
Epoch 24 loss 0.39568110944805 valid acc 15/16
Epoch 24 loss 0.5077033659898225 valid acc 15/16
Epoch 24 loss 0.11057917714503009 valid acc 15/16
Epoch 24 loss 0.28010206534919657 valid acc 16/16
Epoch 24 loss 0.2624663167584797 valid acc 15/16
Epoch 24 loss 0.6340438290961906 valid acc 16/16
Epoch 24 loss 0.08102313267282844 valid acc 15/16
Epoch 24 loss 0.46685156239896064 valid acc 14/16
Epoch 24 loss 0.49111215237658823 valid acc 14/16
Epoch 24 loss 0.7642990240524752 valid acc 14/16
Epoch 24 loss 0.0756112622764002 valid acc 15/16
Epoch 24 loss 0.2739776582626576 valid acc 12/16
Epoch 24 loss 0.28042843788797267 valid acc 13/16
Epoch 24 loss 0.5248779725353392 valid acc 13/16
Epoch 24 loss 0.38258768852018693 valid acc 13/16
Epoch 24 loss 0.1401119491468021 valid acc 15/16
Epoch 25 loss 0.0003368609581702356 valid acc 15/16
Epoch 25 loss 0.5174822510361976 valid acc 15/16
Epoch 25 loss 0.3716715666063658 valid acc 15/16
Epoch 25 loss 0.09836976764883486 valid acc 15/16
Epoch 25 loss 0.06823988681240592 valid acc 15/16
Epoch 25 loss 0.2264669094707339 valid acc 15/16
Epoch 25 loss 0.3455775318497123 valid acc 14/16
Epoch 25 loss 0.5513202026637904 valid acc 15/16
Epoch 25 loss 0.13727539273204564 valid acc 14/16
Epoch 25 loss 0.04609327057494411 valid acc 15/16
Epoch 25 loss 0.18588585252255796 valid acc 15/16
Epoch 25 loss 0.1972783174750029 valid acc 14/16
Epoch 25 loss 0.4878126512564392 valid acc 15/16
Epoch 25 loss 0.23159865873705313 valid acc 15/16
Epoch 25 loss 0.22670645376194754 valid acc 15/16
Epoch 25 loss 0.1121048317985043 valid acc 14/16
Epoch 25 loss 1.2586205283416354 valid acc 14/16
Epoch 25 loss 0.20153114878572903 valid acc 15/16
Epoch 25 loss 0.5346361702827994 valid acc 15/16
Epoch 25 loss 0.33557240706153824 valid acc 15/16
Epoch 25 loss 0.13408498812239553 valid acc 15/16
Epoch 25 loss 0.28393054148725255 valid acc 15/16
Epoch 25 loss 0.06788856169940827 valid acc 15/16
Epoch 25 loss 0.3068973132096283 valid acc 15/16
Epoch 25 loss 0.1074453852689427 valid acc 16/16
Epoch 25 loss 0.20364354859693432 valid acc 15/16
Epoch 25 loss 0.08314902291818846 valid acc 16/16
Epoch 25 loss 0.1159449971614355 valid acc 14/16
Epoch 25 loss 0.03320335747113172 valid acc 16/16
Epoch 25 loss 0.18350202001179233 valid acc 15/16
Epoch 25 loss 0.08833548364057978 valid acc 15/16
Epoch 25 loss 0.44666416225314587 valid acc 14/16
Epoch 25 loss 0.08810851691372139 valid acc 14/16
Epoch 25 loss 0.07882525287474562 valid acc 13/16
Epoch 25 loss 0.4354428197928665 valid acc 15/16
Epoch 25 loss 0.08845619856174196 valid acc 15/16
Epoch 25 loss 0.27690788363998764 valid acc 16/16
Epoch 25 loss 0.42321108761604703 valid acc 15/16
Epoch 25 loss 0.28681668194670407 valid acc 14/16
Epoch 25 loss 0.39033689609825095 valid acc 16/16
Epoch 25 loss 0.4888432320203008 valid acc 16/16
Epoch 25 loss 0.1480916580911094 valid acc 16/16
Epoch 25 loss 0.15018398031010774 valid acc 16/16
Epoch 25 loss 0.1400155423002159 valid acc 15/16
Epoch 25 loss 0.29615683250588776 valid acc 14/16
Epoch 25 loss 0.05915425347804526 valid acc 15/16
Epoch 25 loss 0.32165951014742755 valid acc 14/16
Epoch 25 loss 0.5565208957759183 valid acc 14/16
Epoch 25 loss 0.2870878917423513 valid acc 15/16
Epoch 25 loss 0.03007791677630156 valid acc 15/16
Epoch 25 loss 0.18970039574664785 valid acc 15/16
Epoch 25 loss 0.0961725598298982 valid acc 15/16
Epoch 25 loss 0.30807183059487897 valid acc 15/16
Epoch 25 loss 0.06762127088890206 valid acc 16/16
Epoch 25 loss 0.6340768305125353 valid acc 14/16
Epoch 25 loss 0.43034552230714385 valid acc 13/16
Epoch 25 loss 0.47137922707209473 valid acc 15/16
Epoch 25 loss 0.16894426038480995 valid acc 14/16
Epoch 25 loss 0.8742581769704625 valid acc 13/16
Epoch 25 loss 0.48535910257557474 valid acc 15/16
Epoch 25 loss 0.7011135657441674 valid acc 13/16
Epoch 25 loss 0.3147713331297792 valid acc 14/16
Epoch 25 loss 0.8917709076504714 valid acc 13/16
Epoch 26 loss 0.00032878373044662097 valid acc 14/16
Epoch 26 loss 0.3563934047865157 valid acc 15/16
Epoch 26 loss 0.17480319315771475 valid acc 16/16
Epoch 26 loss 0.0791755766053393 valid acc 15/16
Epoch 26 loss 0.12148485293774337 valid acc 15/16
Epoch 26 loss 0.09746401532837863 valid acc 15/16
Epoch 26 loss 0.22044266776287677 valid acc 16/16
Epoch 26 loss 0.16937715616851948 valid acc 16/16
Epoch 26 loss 0.33349075352399327 valid acc 16/16
Epoch 26 loss 0.03564308668820925 valid acc 15/16
Epoch 26 loss 0.168962548620322 valid acc 14/16
Epoch 26 loss 0.15732704886882737 valid acc 15/16
Epoch 26 loss 0.15238180544469318 valid acc 15/16
Epoch 26 loss 0.29860466220035947 valid acc 14/16
Epoch 26 loss 0.08980968492984716 valid acc 15/16
Epoch 26 loss 0.1479324255279069 valid acc 14/16
Epoch 26 loss 0.42888177501737995 valid acc 15/16
Epoch 26 loss 0.2671117749959669 valid acc 15/16
Epoch 26 loss 0.16445042443560548 valid acc 13/16
Epoch 26 loss 0.06599155441537077 valid acc 15/16
Epoch 26 loss 0.1644731505150766 valid acc 15/16
Epoch 26 loss 0.7455834098313207 valid acc 15/16
Epoch 26 loss 0.37032390011666155 valid acc 15/16
Epoch 26 loss 0.38384149761128417 valid acc 15/16
Epoch 26 loss 0.16836526356843967 valid acc 15/16
Epoch 26 loss 0.22810163573402173 valid acc 15/16
Epoch 26 loss 0.07509160149229006 valid acc 15/16
Epoch 26 loss 0.15324476374745502 valid acc 16/16
Epoch 26 loss 0.1457690095055175 valid acc 15/16
Epoch 26 loss 0.024820323992412987 valid acc 16/16
Epoch 26 loss 0.2314324951040652 valid acc 16/16
Epoch 26 loss 0.2057427989801261 valid acc 15/16
Epoch 26 loss 0.7927233102943503 valid acc 13/16
Epoch 26 loss 0.4001676776834958 valid acc 15/16
Epoch 26 loss 0.21406518176491512 valid acc 16/16
Epoch 26 loss 0.24294469840447758 valid acc 15/16
Epoch 26 loss 0.22214444740328626 valid acc 15/16
Epoch 26 loss 0.43650632535596834 valid acc 15/16
Epoch 26 loss 0.47090653430423357 valid acc 15/16
Epoch 26 loss 0.14981227387874121 valid acc 16/16
Epoch 26 loss 0.04376910342312137 valid acc 16/16
Epoch 26 loss 0.24926272761842355 valid acc 16/16
Epoch 26 loss 0.12892738316500324 valid acc 15/16
Epoch 26 loss 0.11576502474821791 valid acc 15/16
Epoch 26 loss 0.43501601880625207 valid acc 16/16
Epoch 26 loss 0.06811904688189294 valid acc 16/16
Epoch 26 loss 0.17465858474766016 valid acc 14/16
Epoch 26 loss 0.25753913640957293 valid acc 15/16
Epoch 26 loss 0.08220507925071933 valid acc 16/16
Epoch 26 loss 0.03382606395873404 valid acc 16/16
Epoch 26 loss 0.11676295310232783 valid acc 14/16
Epoch 26 loss 0.17087004412516452 valid acc 16/16
Epoch 26 loss 0.3435640503971213 valid acc 15/16
Epoch 26 loss 0.22232536479767911 valid acc 15/16
Epoch 26 loss 0.06962566123586567 valid acc 14/16
Epoch 26 loss 0.07682811971674451 valid acc 15/16
Epoch 26 loss 0.35893178910831786 valid acc 15/16
Epoch 26 loss 0.08573677747841199 valid acc 15/16
Epoch 26 loss 0.12843678311088752 valid acc 14/16
Epoch 26 loss 0.9791501981984818 valid acc 12/16
Epoch 26 loss 0.5069063435996677 valid acc 13/16
Epoch 26 loss 0.36746242823518926 valid acc 15/16
Epoch 26 loss 0.27040089556582264 valid acc 14/16
Epoch 27 loss 0.009599031319924303 valid acc 15/16
Epoch 27 loss 0.5426614491644726 valid acc 15/16
Epoch 27 loss 0.24151777804826388 valid acc 15/16
Epoch 27 loss 0.43619736872122095 valid acc 13/16
Epoch 27 loss 0.24217053731968965 valid acc 14/16
Epoch 27 loss 0.3168061466802347 valid acc 15/16
Epoch 27 loss 0.6936459326579273 valid acc 14/16
Epoch 27 loss 0.2836519499730778 valid acc 15/16
Epoch 27 loss 0.5524828624434067 valid acc 15/16
Epoch 27 loss 0.2903125641567464 valid acc 14/16
Epoch 27 loss 0.564981547118509 valid acc 15/16
Epoch 27 loss 0.5496493377002738 valid acc 14/16
Epoch 27 loss 0.3073845905649025 valid acc 14/16
Epoch 27 loss 0.29140267108999013 valid acc 15/16
Epoch 27 loss 0.4215509004674994 valid acc 16/16
Epoch 27 loss 0.3723446805981764 valid acc 13/16
Epoch 27 loss 0.45835774990988315 valid acc 16/16
Epoch 27 loss 0.49340624099110764 valid acc 16/16
Epoch 27 loss 0.594327989504453 valid acc 14/16
Epoch 27 loss 0.15172981147571646 valid acc 15/16
Epoch 27 loss 0.03979860030013639 valid acc 15/16
Epoch 27 loss 0.16385293581317606 valid acc 15/16
Epoch 27 loss 0.09141447436870993 valid acc 16/16
Epoch 27 loss 0.1345688822851331 valid acc 14/16
Epoch 27 loss 0.1873191504177846 valid acc 14/16
Epoch 27 loss 0.6841598782625707 valid acc 14/16
Epoch 27 loss 0.5177790070802266 valid acc 15/16
Epoch 27 loss 0.02683796166155774 valid acc 16/16
Epoch 27 loss 0.2809129833176202 valid acc 16/16
Epoch 27 loss 0.024640171417619053 valid acc 16/16
Epoch 27 loss 0.44603435409802983 valid acc 16/16
Epoch 27 loss 0.08534207887868875 valid acc 15/16
Epoch 27 loss 0.48167282168219566 valid acc 15/16
Epoch 27 loss 0.6230498133893472 valid acc 14/16
Epoch 27 loss 0.6777283073661692 valid acc 14/16
Epoch 27 loss 0.5375946703892078 valid acc 15/16
Epoch 27 loss 0.3134169389349 valid acc 16/16
Epoch 27 loss 0.3049643094470008 valid acc 16/16
Epoch 27 loss 0.20860190271728737 valid acc 16/16
Epoch 27 loss 0.3877445325356578 valid acc 16/16
Epoch 27 loss 0.3530914605559633 valid acc 15/16
Epoch 27 loss 0.14487316914477985 valid acc 16/16
Epoch 27 loss 0.31622689715824215 valid acc 16/16
Epoch 27 loss 0.025693808520669187 valid acc 16/16
Epoch 27 loss 0.25871485612459966 valid acc 14/16
Epoch 27 loss 0.014720941150812445 valid acc 16/16
Epoch 27 loss 0.5940854058878084 valid acc 16/16
Epoch 27 loss 0.5392562800007824 valid acc 14/16
Epoch 27 loss 0.4022983042440874 valid acc 16/16
Epoch 27 loss 0.2726720209458892 valid acc 16/16
Epoch 27 loss 0.32090180787104206 valid acc 15/16
Epoch 27 loss 0.1700971456759528 valid acc 16/16
Epoch 27 loss 0.08673591357305363 valid acc 16/16
Epoch 27 loss 0.17546197163576913 valid acc 16/16
Epoch 27 loss 0.19664585893487307 valid acc 15/16
Epoch 27 loss 0.03806278497371405 valid acc 15/16
Epoch 27 loss 0.43594324780376903 valid acc 15/16
Epoch 27 loss 0.3393253121749139 valid acc 15/16
Epoch 27 loss 0.16274363034118555 valid acc 14/16
Epoch 27 loss 0.05909276936390494 valid acc 15/16
Epoch 27 loss 0.09781307731897323 valid acc 15/16
Epoch 27 loss 0.023345981498558845 valid acc 15/16
Epoch 27 loss 0.12197185245082637 valid acc 15/16
Epoch 28 loss 0.00036019012197139054 valid acc 15/16
Epoch 28 loss 0.2005316891430579 valid acc 14/16
Epoch 28 loss 0.3901286611558019 valid acc 16/16
Epoch 28 loss 0.18741559148874196 valid acc 15/16
Epoch 28 loss 0.011665467635005455 valid acc 15/16
Epoch 28 loss 0.03786447878429697 valid acc 15/16
Epoch 28 loss 0.3439355299374367 valid acc 15/16
Epoch 28 loss 0.2473537253745153 valid acc 15/16
Epoch 28 loss 0.3440014276900212 valid acc 16/16
Epoch 28 loss 0.20684567485335736 valid acc 15/16
Epoch 28 loss 0.32417997741596705 valid acc 14/16
Epoch 28 loss 0.07223772599494999 valid acc 15/16
Epoch 28 loss 0.9678354696362471 valid acc 15/16
Epoch 28 loss 0.5687849262285385 valid acc 14/16
Epoch 28 loss 0.49354815116539025 valid acc 14/16
Epoch 28 loss 0.5363758052980442 valid acc 15/16
Epoch 28 loss 0.39920810237460863 valid acc 16/16
Epoch 28 loss 0.663692099716192 valid acc 14/16
Epoch 28 loss 0.12307273117215702 valid acc 14/16
Epoch 28 loss 0.17517603469157708 valid acc 15/16
Epoch 28 loss 0.0897182787140973 valid acc 14/16
Epoch 28 loss 0.2976204789499278 valid acc 14/16
Epoch 28 loss 0.115105248201019 valid acc 14/16
Epoch 28 loss 0.12683025335486534 valid acc 14/16
Epoch 28 loss 0.16217330887657364 valid acc 15/16
Epoch 28 loss 0.18996090480794167 valid acc 16/16
Epoch 28 loss 0.5609185948121961 valid acc 14/16
Epoch 28 loss 0.031151385155805636 valid acc 14/16
Epoch 28 loss 0.3003399211149168 valid acc 15/16
Epoch 28 loss 0.016126830092553057 valid acc 15/16
Epoch 28 loss 0.1889228555068141 valid acc 16/16
Epoch 28 loss 0.1311397476015289 valid acc 15/16
Epoch 28 loss 0.028650349227928307 valid acc 13/16
Epoch 28 loss 0.22619657117821212 valid acc 15/16
Epoch 28 loss 0.2174976433408909 valid acc 15/16
Epoch 28 loss 0.04826479268469994 valid acc 16/16
Epoch 28 loss 0.07098443017731781 valid acc 16/16
Epoch 28 loss 0.23711707959235387 valid acc 16/16
Epoch 28 loss 0.4368218032133534 valid acc 16/16
Epoch 28 loss 0.3020513592389569 valid acc 16/16
Epoch 28 loss 0.04721557527368332 valid acc 16/16
Epoch 28 loss 0.34805654941963166 valid acc 16/16
Epoch 28 loss 0.19242435237700278 valid acc 16/16
Epoch 28 loss 0.10375362094443893 valid acc 16/16
Epoch 28 loss 0.780233538151452 valid acc 16/16
Epoch 28 loss 0.06174353219272152 valid acc 15/16
Epoch 28 loss 0.5791833805681963 valid acc 16/16
Epoch 28 loss 0.18355339803252058 valid acc 16/16
Epoch 28 loss 0.2458228858647801 valid acc 16/16
Epoch 28 loss 0.06654264049002023 valid acc 16/16
Epoch 28 loss 0.31053630033192003 valid acc 15/16
Epoch 28 loss 0.2567304240674489 valid acc 16/16
Epoch 28 loss 0.20192692208563456 valid acc 15/16
Epoch 28 loss 0.18058863338429135 valid acc 14/16
Epoch 28 loss 0.22144756217391035 valid acc 15/16
Epoch 28 loss 0.06139216977125507 valid acc 16/16
Epoch 28 loss 0.5947314157167372 valid acc 15/16
Epoch 28 loss 0.4198994886045104 valid acc 13/16
Epoch 28 loss 0.32746801327681074 valid acc 13/16
Epoch 28 loss 0.2546965006558315 valid acc 15/16
Epoch 28 loss 0.32895938050948126 valid acc 15/16
Epoch 28 loss 0.1412284923781287 valid acc 15/16
Epoch 28 loss 0.14045838094772659 valid acc 15/16
Epoch 29 loss 0.0005772860172603098 valid acc 14/16
Epoch 29 loss 0.14123136643677867 valid acc 15/16
Epoch 29 loss 0.20606397506376234 valid acc 15/16
Epoch 29 loss 0.22290602033723128 valid acc 15/16
Epoch 29 loss 0.3982855145263685 valid acc 14/16
Epoch 29 loss 0.22231547770364346 valid acc 15/16
Epoch 29 loss 0.06943884029924233 valid acc 16/16
Epoch 29 loss 0.17389242030497537 valid acc 15/16
Epoch 29 loss 0.2994547449111738 valid acc 16/16
Epoch 29 loss 0.021126723312600213 valid acc 15/16
Epoch 29 loss 0.03895694915195656 valid acc 15/16
Epoch 29 loss 0.35348645181516564 valid acc 14/16
Epoch 29 loss 0.16360186948334673 valid acc 14/16
Epoch 29 loss 0.13595935873558823 valid acc 15/16
Epoch 29 loss 0.2849832711481915 valid acc 14/16
Epoch 29 loss 0.28527303605912385 valid acc 13/16
Epoch 29 loss 0.2162438299269752 valid acc 14/16
Epoch 29 loss 0.6389184800517114 valid acc 14/16
Epoch 29 loss 0.7030755587139101 valid acc 16/16
Epoch 29 loss 0.11028279673977831 valid acc 14/16
Epoch 29 loss 0.4332586607827966 valid acc 14/16
Epoch 29 loss 0.13990901396646793 valid acc 14/16
Epoch 29 loss 0.17768282218548653 valid acc 15/16
Epoch 29 loss 0.192527130961222 valid acc 15/16
Epoch 29 loss 0.07143484224156077 valid acc 14/16
Epoch 29 loss 0.1185301924964237 valid acc 15/16
Epoch 29 loss 0.12435345622414548 valid acc 14/16
Epoch 29 loss 0.06623272700601042 valid acc 14/16
Epoch 29 loss 0.29094357981473207 valid acc 14/16
Epoch 29 loss 0.07168196678252775 valid acc 16/16
Epoch 29 loss 0.014269154542531574 valid acc 15/16
Epoch 29 loss 0.15640843728890685 valid acc 14/16
Epoch 29 loss 0.13679470235367072 valid acc 16/16
Epoch 29 loss 0.11955399802432413 valid acc 14/16
Epoch 29 loss 0.24491385007119265 valid acc 15/16
Epoch 29 loss 0.01945010853997708 valid acc 14/16
Epoch 29 loss 0.16545479339402974 valid acc 14/16
Epoch 29 loss 0.02537000428870145 valid acc 16/16
Epoch 29 loss 0.07922373656315684 valid acc 15/16
Epoch 29 loss 0.18578230721319985 valid acc 15/16
Epoch 29 loss 0.13199947801004502 valid acc 15/16
Epoch 29 loss 0.262850931889935 valid acc 15/16
Epoch 29 loss 0.1936322294812824 valid acc 15/16
Epoch 29 loss 0.29316861132496336 valid acc 16/16
Epoch 29 loss 0.08651420371247885 valid acc 14/16
Epoch 29 loss 0.045533568053302095 valid acc 15/16
Epoch 29 loss 0.1919014869286031 valid acc 16/16
Epoch 29 loss 0.10452097278794825 valid acc 14/16
Epoch 29 loss 0.06821609452483192 valid acc 15/16
Epoch 29 loss 0.2643809815225203 valid acc 15/16
Epoch 29 loss 0.06647402315702415 valid acc 15/16
Epoch 29 loss 0.14735349327846559 valid acc 15/16
Epoch 29 loss 0.1511543745953979 valid acc 14/16
Epoch 29 loss 0.015482733216676212 valid acc 15/16
Epoch 29 loss 0.13915806717598733 valid acc 15/16
Epoch 29 loss 0.2030297998868638 valid acc 14/16
Epoch 29 loss 0.5643916801820338 valid acc 14/16
Epoch 29 loss 0.22446526797632443 valid acc 15/16
Epoch 29 loss 0.2028806192846407 valid acc 15/16
Epoch 29 loss 0.3661121924001953 valid acc 14/16
Epoch 29 loss 0.19629551351591745 valid acc 15/16
Epoch 29 loss 0.19540746659712124 valid acc 14/16
Epoch 29 loss 0.18687404486837833 valid acc 16/16
Epoch 30 loss 0.0012413239969010462 valid acc 15/16
Epoch 30 loss 0.5138959371067002 valid acc 15/16
Epoch 30 loss 0.1465467113918922 valid acc 14/16
Epoch 30 loss 0.0818713019437654 valid acc 14/16
Epoch 30 loss 0.12189895333270409 valid acc 14/16
Epoch 30 loss 0.15892914646779566 valid acc 15/16
Epoch 30 loss 0.48547825827109303 valid acc 16/16
Epoch 30 loss 0.0799285589319067 valid acc 16/16
Epoch 30 loss 0.046004656507416454 valid acc 15/16
Epoch 30 loss 0.04002503404003669 valid acc 15/16
Epoch 30 loss 0.3078529540516039 valid acc 16/16
Epoch 30 loss 0.5600980811007518 valid acc 13/16
Epoch 30 loss 0.08091065047326741 valid acc 15/16
Epoch 30 loss 0.5003983116619799 valid acc 14/16
Epoch 30 loss 0.45057257234237724 valid acc 15/16
Epoch 30 loss 0.3004527522551762 valid acc 16/16
Epoch 30 loss 0.6170025254555913 valid acc 14/16
Epoch 30 loss 0.7080557407897264 valid acc 15/16
Epoch 30 loss 0.2686044036382918 valid acc 16/16
Epoch 30 loss 0.2930351614329859 valid acc 16/16
Epoch 30 loss 0.17969942948680923 valid acc 15/16
Epoch 30 loss 0.06272017154017033 valid acc 15/16
Epoch 30 loss 0.010600731568292436 valid acc 15/16
Epoch 30 loss 0.007241037746090658 valid acc 15/16
Epoch 30 loss 0.2843748810230584 valid acc 14/16
Epoch 30 loss 0.10133645914934511 valid acc 15/16
Epoch 30 loss 0.286585714657694 valid acc 14/16
Epoch 30 loss 0.0035700364066531456 valid acc 14/16
Epoch 30 loss 0.057246743674384704 valid acc 15/16
Epoch 30 loss 0.032825636119569866 valid acc 16/16
Epoch 30 loss 0.08283696557732628 valid acc 16/16
Epoch 30 loss 0.09405661968008966 valid acc 16/16
Epoch 30 loss 0.05564740059340195 valid acc 15/16
Epoch 30 loss 0.835830340669857 valid acc 15/16
Epoch 30 loss 0.5117628369788596 valid acc 14/16
Epoch 30 loss 0.2506334151768138 valid acc 15/16
Epoch 30 loss 0.051232556437820154 valid acc 15/16
Epoch 30 loss 0.4652332586123421 valid acc 15/16
Epoch 30 loss 0.1436599969033408 valid acc 16/16
Epoch 30 loss 0.25600134142524245 valid acc 16/16
Epoch 30 loss 0.49846510132049077 valid acc 15/16
Epoch 30 loss 0.11609674249134455 valid acc 14/16
Epoch 30 loss 0.026673013931589277 valid acc 16/16
Epoch 30 loss 0.06354908615075462 valid acc 16/16
Epoch 30 loss 0.10783503091992909 valid acc 16/16
Epoch 30 loss 0.0411654358495705 valid acc 15/16
Epoch 30 loss 0.46905394064923317 valid acc 15/16
Epoch 30 loss 0.534636933303275 valid acc 15/16
Epoch 30 loss 0.27094802919495853 valid acc 14/16
Epoch 30 loss 0.009276425776466788 valid acc 14/16
Epoch 30 loss 0.1635001763270571 valid acc 15/16
Epoch 30 loss 0.3449166236267109 valid acc 15/16
Epoch 30 loss 0.2996375770168059 valid acc 15/16
Epoch 30 loss 0.08070840013172476 valid acc 14/16
Epoch 30 loss 0.12076436912539615 valid acc 14/16
Epoch 30 loss 0.2785341090635143 valid acc 15/16
Epoch 30 loss 0.48907883192286067 valid acc 13/16
Epoch 30 loss 0.14449098304887006 valid acc 14/16
Epoch 30 loss 0.17234683734597697 valid acc 14/16
Epoch 30 loss 0.28595586015737673 valid acc 13/16
Epoch 30 loss 0.7084675520093111 valid acc 13/16
Epoch 30 loss 0.6600231869922726 valid acc 13/16
Epoch 30 loss 0.4063438399414995 valid acc 13/16
Epoch 31 loss 7.378190361195718e-05 valid acc 15/16
Epoch 31 loss 0.5169720108690893 valid acc 15/16
Epoch 31 loss 0.0972490073600667 valid acc 15/16
Epoch 31 loss 0.14090958561954314 valid acc 15/16
Epoch 31 loss 0.28428413216897147 valid acc 14/16
Epoch 31 loss 0.12591934011054184 valid acc 15/16
Epoch 31 loss 0.05115047003380773 valid acc 15/16
Epoch 31 loss 0.391736208349392 valid acc 15/16
Epoch 31 loss 0.20835541330374016 valid acc 14/16
Epoch 31 loss 0.12654919154539912 valid acc 15/16
Epoch 31 loss 0.15092475213431933 valid acc 14/16
Epoch 31 loss 0.2973461621915719 valid acc 14/16
Epoch 31 loss 0.985994156850074 valid acc 14/16
Epoch 31 loss 0.21021469965977416 valid acc 15/16
Epoch 31 loss 0.22933292797782054 valid acc 14/16
Epoch 31 loss 0.27846045417108245 valid acc 14/16
Epoch 31 loss 0.35453539298033454 valid acc 14/16
Epoch 31 loss 0.3183509913118464 valid acc 14/16
Epoch 31 loss 0.22802046092268624 valid acc 14/16
Epoch 31 loss 0.1940429442294201 valid acc 15/16
Epoch 31 loss 0.36463572727337856 valid acc 13/16
Epoch 31 loss 0.09351587601425353 valid acc 16/16
Epoch 31 loss 0.4440951415258462 valid acc 15/16
Epoch 31 loss 0.09301629565178368 valid acc 14/16
Epoch 31 loss 0.08204094086445556 valid acc 14/16
Epoch 31 loss 0.33637080322107715 valid acc 15/16
Epoch 31 loss 0.1148018337061509 valid acc 14/16
Epoch 31 loss 0.3780139196343432 valid acc 15/16
Epoch 31 loss 0.07392656959253217 valid acc 15/16
Epoch 31 loss 0.03640679069977936 valid acc 15/16
Epoch 31 loss 0.033224291707108056 valid acc 14/16
Epoch 31 loss 0.07441567126476835 valid acc 15/16
Epoch 31 loss 0.05012049770358708 valid acc 15/16
Epoch 31 loss 0.16633400289206351 valid acc 15/16
Epoch 31 loss 0.7764525595383001 valid acc 14/16
Epoch 31 loss 0.12200554981479159 valid acc 15/16
Epoch 31 loss 0.13000393395552978 valid acc 15/16
Epoch 31 loss 0.026735070601905726 valid acc 14/16
Epoch 31 loss 0.03839623104796016 valid acc 15/16
Epoch 31 loss 0.051867711645384194 valid acc 14/16
Epoch 31 loss 0.3065900129443444 valid acc 14/16
Epoch 31 loss 0.21265199961660972 valid acc 15/16
Epoch 31 loss 0.04567988554260263 valid acc 15/16
Epoch 31 loss 0.3320807333591316 valid acc 15/16
Epoch 31 loss 0.4490675397745133 valid acc 16/16
Epoch 31 loss 0.09148832356827889 valid acc 14/16
Epoch 31 loss 0.7083183321528503 valid acc 16/16
Epoch 31 loss 0.5094436344163815 valid acc 14/16
Epoch 31 loss 0.32851616109415044 valid acc 15/16
Epoch 31 loss 0.14527667763981375 valid acc 14/16
Epoch 31 loss 0.26493433112135395 valid acc 14/16
Epoch 31 loss 0.5282586013219193 valid acc 16/16
Epoch 31 loss 0.08230850449360007 valid acc 16/16
Epoch 31 loss 0.01976921564941707 valid acc 15/16
Epoch 31 loss 0.1988457080590491 valid acc 15/16
Epoch 31 loss 0.09296820265435364 valid acc 15/16
Epoch 31 loss 0.2471759248563328 valid acc 15/16
Epoch 31 loss 0.048243742048586474 valid acc 15/16
Epoch 31 loss 0.4349196804076121 valid acc 14/16
Epoch 31 loss 0.8477226806123997 valid acc 14/16
Epoch 31 loss 0.14678501095041716 valid acc 15/16
Epoch 31 loss 0.15214955687452675 valid acc 14/16
Epoch 31 loss 0.5763398541615803 valid acc 15/16
Epoch 32 loss 0.0064505599246330175 valid acc 14/16
Epoch 32 loss 0.33825462993648947 valid acc 14/16
Epoch 32 loss 0.11204760428070468 valid acc 14/16
Epoch 32 loss 0.31878139236828107 valid acc 14/16
Epoch 32 loss 0.07194986628830019 valid acc 14/16
Epoch 32 loss 0.14863467546343812 valid acc 15/16
Epoch 32 loss 0.5440144166555614 valid acc 15/16
Epoch 32 loss 0.4171013474269082 valid acc 15/16
Epoch 32 loss 0.14536530606235948 valid acc 14/16
Epoch 32 loss 0.22571264390021123 valid acc 14/16
Epoch 32 loss 0.16354847582272572 valid acc 14/16
Epoch 32 loss 0.16825450019470767 valid acc 15/16
Epoch 32 loss 0.17974803410539916 valid acc 15/16
Epoch 32 loss 0.19917224317870327 valid acc 15/16
Epoch 32 loss 0.18637095414827642 valid acc 15/16
Epoch 32 loss 0.32675903349509045 valid acc 15/16
Epoch 32 loss 0.5994086917675908 valid acc 14/16
Epoch 32 loss 0.552990127943693 valid acc 15/16
Epoch 32 loss 0.1596118640996765 valid acc 15/16
Epoch 32 loss 0.19473519605858253 valid acc 15/16
Epoch 32 loss 0.583858715630737 valid acc 15/16
Epoch 32 loss 0.22295537576647334 valid acc 14/16
Epoch 32 loss 0.1408819231611232 valid acc 15/16
Epoch 32 loss 0.11294832388379217 valid acc 16/16
Epoch 32 loss 0.8515964260914901 valid acc 14/16
Epoch 32 loss 0.3045177564118466 valid acc 16/16
Epoch 32 loss 0.07435394176147812 valid acc 16/16
Epoch 32 loss 0.17420493739910609 valid acc 16/16
Epoch 32 loss 0.049576367798621485 valid acc 16/16
Epoch 32 loss 0.20444038332803932 valid acc 14/16
Epoch 32 loss 0.12771778250024507 valid acc 15/16
Epoch 32 loss 0.08339173856058052 valid acc 14/16
Epoch 32 loss 0.05321133519005178 valid acc 16/16
Epoch 32 loss 0.02670006878087857 valid acc 14/16
Epoch 32 loss 0.30600114950695834 valid acc 15/16
Epoch 32 loss 0.1965172487332485 valid acc 15/16
Epoch 32 loss 0.2945398817896636 valid acc 16/16
Epoch 32 loss 0.04799893013949753 valid acc 16/16
Epoch 32 loss 0.029612517136819057 valid acc 15/16
Epoch 32 loss 0.11525353413897775 valid acc 15/16
Epoch 32 loss 0.087791892497641 valid acc 16/16
Epoch 32 loss 0.1136876421411798 valid acc 16/16
Epoch 32 loss 0.08484939320902758 valid acc 15/16
Epoch 32 loss 0.08329574542837218 valid acc 16/16
Epoch 32 loss 0.3006303120584874 valid acc 16/16
Epoch 32 loss 0.049341922912187426 valid acc 16/16
Epoch 32 loss 0.052018216645870786 valid acc 15/16
Epoch 32 loss 0.059953117324482726 valid acc 14/16
Epoch 32 loss 0.058568003657877274 valid acc 16/16
Epoch 32 loss 0.012377311487158852 valid acc 15/16
Epoch 32 loss 0.018546202172575556 valid acc 15/16
Epoch 32 loss 0.06894260465314914 valid acc 15/16
Epoch 32 loss 0.11101162449918645 valid acc 15/16
Epoch 32 loss 0.09046151799357598 valid acc 15/16
Epoch 32 loss 0.16215326491254595 valid acc 15/16
Epoch 32 loss 0.015874041459234798 valid acc 14/16
Epoch 32 loss 0.40165678040277397 valid acc 14/16
Epoch 32 loss 0.04450239790061817 valid acc 14/16
Epoch 32 loss 0.32479016101751784 valid acc 14/16
Epoch 32 loss 1.123012006431012 valid acc 14/16
Epoch 32 loss 0.5433629844800674 valid acc 14/16
Epoch 32 loss 0.16922711545857452 valid acc 14/16
Epoch 32 loss 0.298842862687264 valid acc 15/16
Epoch 33 loss 4.0940632405558935e-05 valid acc 16/16
Epoch 33 loss 0.24015405203863097 valid acc 14/16
Epoch 33 loss 0.7316678888401267 valid acc 14/16
Epoch 33 loss 0.24079185798381403 valid acc 14/16
Epoch 33 loss 0.058246664453572586 valid acc 14/16
Epoch 33 loss 0.2495425033794839 valid acc 14/16
Epoch 33 loss 0.33111834816541785 valid acc 14/16
Epoch 33 loss 0.0734009378219415 valid acc 14/16
Epoch 33 loss 0.3311512267778392 valid acc 15/16
Epoch 33 loss 0.03624229148616237 valid acc 15/16
Epoch 33 loss 0.22113752042917018 valid acc 13/16
Epoch 33 loss 0.41019048374350947 valid acc 15/16
Epoch 33 loss 0.17603910211676407 valid acc 15/16
Epoch 33 loss 0.23987335311094873 valid acc 15/16
Epoch 33 loss 0.04409928322749281 valid acc 14/16
Epoch 33 loss 0.29798621554294047 valid acc 14/16
Epoch 33 loss 0.10661896660301773 valid acc 14/16
Epoch 33 loss 0.20551700272040252 valid acc 15/16
Epoch 33 loss 0.13216829918829082 valid acc 15/16
Epoch 33 loss 0.0463173483309607 valid acc 15/16
Epoch 33 loss 0.14246972237605623 valid acc 16/16
Epoch 33 loss 0.03011268112535412 valid acc 14/16
Epoch 33 loss 0.1797738582811155 valid acc 15/16
Epoch 33 loss 0.0125902578782036 valid acc 14/16
Epoch 33 loss 0.12444263200868506 valid acc 15/16
Epoch 33 loss 0.3831476136106992 valid acc 15/16
Epoch 33 loss 0.5562799836009489 valid acc 14/16
Epoch 33 loss 0.01990713852685823 valid acc 16/16
Epoch 33 loss 0.20953656007338514 valid acc 15/16
Epoch 33 loss 0.20607638432888756 valid acc 15/16
Epoch 33 loss 0.07389891309796469 valid acc 15/16
Epoch 33 loss 0.040839559730980926 valid acc 15/16
Epoch 33 loss 0.029750580587859163 valid acc 16/16
Epoch 33 loss 0.05510101354078264 valid acc 16/16
Epoch 33 loss 0.3995346643378607 valid acc 16/16
Epoch 33 loss 0.04785985101311219 valid acc 15/16
Epoch 33 loss 0.14655625961287724 valid acc 15/16
Epoch 33 loss 0.26033448123847724 valid acc 15/16
Epoch 33 loss 0.1869503986155744 valid acc 16/16
Epoch 33 loss 0.14045570645946642 valid acc 14/16
Epoch 33 loss 0.1839426763068588 valid acc 16/16
Epoch 33 loss 0.1955475420947586 valid acc 14/16
Epoch 33 loss 0.45208915406285705 valid acc 16/16
Epoch 33 loss 0.07434850929271433 valid acc 15/16
Epoch 33 loss 0.24709087088998882 valid acc 14/16
Epoch 33 loss 0.029939920662975614 valid acc 14/16
Epoch 33 loss 0.2983555746708553 valid acc 16/16
Epoch 33 loss 0.22822211181198732 valid acc 15/16
Epoch 33 loss 0.33736854885985856 valid acc 14/16
Epoch 33 loss 0.20245588912407367 valid acc 16/16
Epoch 33 loss 0.3305807278737465 valid acc 15/16
Epoch 33 loss 0.0843525623443999 valid acc 16/16
Epoch 33 loss 0.06746474301024061 valid acc 16/16
Epoch 33 loss 0.024872571082758865 valid acc 15/16
Epoch 33 loss 0.08790871181250721 valid acc 16/16
Epoch 33 loss 0.15276305936422718 valid acc 15/16
Epoch 33 loss 0.6010159904685787 valid acc 15/16
Epoch 33 loss 0.06462451792157894 valid acc 14/16
Epoch 33 loss 0.20882494081948952 valid acc 14/16
Epoch 33 loss 0.2878576803348491 valid acc 15/16
Epoch 33 loss 0.1280166300988041 valid acc 15/16
Epoch 33 loss 0.3642847029441437 valid acc 13/16
Epoch 33 loss 0.1830151807875436 valid acc 13/16
Epoch 34 loss 0.00019273408029322862 valid acc 15/16
Epoch 34 loss 0.1566281339638301 valid acc 15/16
Epoch 34 loss 0.0356716239144886 valid acc 15/16
Epoch 34 loss 0.19356113579396866 valid acc 14/16
Epoch 34 loss 0.10676554618491838 valid acc 15/16
Epoch 34 loss 0.21874183387970453 valid acc 14/16
Epoch 34 loss 0.14306729805354748 valid acc 14/16
Epoch 34 loss 0.23143502490204354 valid acc 14/16
Epoch 34 loss 0.13589642465225213 valid acc 15/16
Epoch 34 loss 0.279891311799183 valid acc 15/16
Epoch 34 loss 0.2040173881851073 valid acc 14/16
Epoch 34 loss 0.13744857046909026 valid acc 16/16
Epoch 34 loss 0.0088412197016878 valid acc 14/16
Epoch 34 loss 0.245122001879791 valid acc 15/16
Epoch 34 loss 0.06864373717969952 valid acc 15/16
Epoch 34 loss 0.147163095986109 valid acc 14/16
Epoch 34 loss 0.7895617134472176 valid acc 13/16
Epoch 34 loss 0.5567286258892551 valid acc 13/16
Epoch 34 loss 0.31078240952496466 valid acc 15/16
Epoch 34 loss 0.34267089402614415 valid acc 14/16
Epoch 34 loss 0.14182033177507544 valid acc 16/16
Epoch 34 loss 0.12318444485295706 valid acc 15/16
Epoch 34 loss 0.016743668602939948 valid acc 15/16
Epoch 34 loss 0.1717098762293142 valid acc 15/16
Epoch 34 loss 0.14580982623788863 valid acc 15/16
Epoch 34 loss 0.12348752405259239 valid acc 15/16
Epoch 34 loss 0.14328272959605862 valid acc 16/16
Epoch 34 loss 0.032072573239205364 valid acc 15/16
Epoch 34 loss 0.2694866147343947 valid acc 13/16
Epoch 34 loss 0.12111305207927334 valid acc 15/16
Epoch 34 loss 0.25667634431526876 valid acc 15/16
Epoch 34 loss 0.07625365159387983 valid acc 14/16
Epoch 34 loss 0.10805064372748718 valid acc 15/16
Epoch 34 loss 0.1301905762055058 valid acc 15/16
Epoch 34 loss 0.6224961011084259 valid acc 15/16
Epoch 34 loss 0.12576507600649375 valid acc 14/16
Epoch 34 loss 0.052065923604802826 valid acc 15/16
Epoch 34 loss 0.07747574900024194 valid acc 15/16
Epoch 34 loss 0.06224326507929195 valid acc 16/16
Epoch 34 loss 0.067123890318873 valid acc 16/16
Epoch 34 loss 0.20234980024849278 valid acc 15/16
Epoch 34 loss 0.11278013955451968 valid acc 16/16
Epoch 34 loss 0.03383684448139908 valid acc 15/16
Epoch 34 loss 0.03329277772810163 valid acc 16/16
Epoch 34 loss 0.04710729605590187 valid acc 15/16
Epoch 34 loss 0.14756542324134522 valid acc 15/16
Epoch 34 loss 0.04910231448786034 valid acc 15/16
Epoch 34 loss 0.08868524251362364 valid acc 15/16
Epoch 34 loss 0.08944790653059444 valid acc 16/16
Epoch 34 loss 0.0016494445608233848 valid acc 16/16
Epoch 34 loss 0.0444432799319978 valid acc 15/16
Epoch 34 loss 0.7755906043456895 valid acc 16/16
Epoch 34 loss 0.019049870094296734 valid acc 15/16
Epoch 34 loss 0.13852496892398294 valid acc 16/16
Epoch 34 loss 0.09973314062193309 valid acc 15/16
Epoch 34 loss 0.18273511372978682 valid acc 15/16
Epoch 34 loss 1.0222379390270688 valid acc 14/16
Epoch 34 loss 0.0995576136718329 valid acc 16/16
Epoch 34 loss 0.1324831678407273 valid acc 16/16
Epoch 34 loss 0.3523511340568063 valid acc 15/16
Epoch 34 loss 0.017045774107613022 valid acc 15/16
Epoch 34 loss 0.09161423262851401 valid acc 15/16
Epoch 34 loss 0.07366211402370945 valid acc 16/16
Epoch 35 loss 0.00033454160821310574 valid acc 15/16
Epoch 35 loss 0.4087626626786176 valid acc 15/16
Epoch 35 loss 0.12244739253034034 valid acc 16/16
Epoch 35 loss 0.3205840093216194 valid acc 15/16
Epoch 35 loss 0.057973879235475215 valid acc 15/16
Epoch 35 loss 0.060963877495539755 valid acc 15/16
Epoch 35 loss 0.21190442651191 valid acc 16/16
Epoch 35 loss 0.04907954706776685 valid acc 15/16
Epoch 35 loss 0.3032585065412391 valid acc 14/16
Epoch 35 loss 0.25354103832901065 valid acc 14/16
Epoch 35 loss 0.09930336409391168 valid acc 15/16
Epoch 35 loss 0.10960484256917671 valid acc 15/16
Epoch 35 loss 0.37984845686532565 valid acc 14/16
Epoch 35 loss 0.2037697355812927 valid acc 15/16
Epoch 35 loss 0.10932778175315466 valid acc 14/16
Epoch 35 loss 0.2465444849117217 valid acc 15/16
Epoch 35 loss 0.6597625644368627 valid acc 14/16
Epoch 35 loss 0.4158397114608221 valid acc 14/16
Epoch 35 loss 0.23806918593591997 valid acc 14/16
Epoch 35 loss 0.11962574223876431 valid acc 15/16
Epoch 35 loss 0.5477466587394524 valid acc 13/16
Epoch 35 loss 0.20820696073503817 valid acc 14/16
Epoch 35 loss 0.2662611544855118 valid acc 14/16
Epoch 35 loss 0.09982568272557406 valid acc 15/16
Epoch 35 loss 0.16631425261531113 valid acc 15/16
Epoch 35 loss 0.09568487162433496 valid acc 14/16
Epoch 35 loss 0.12931059599090164 valid acc 14/16
Epoch 35 loss 0.048880208607853665 valid acc 15/16
Epoch 35 loss 0.06495311856667689 valid acc 15/16
Epoch 35 loss 0.13945617648705333 valid acc 14/16
Epoch 35 loss 0.13646999984557323 valid acc 15/16
Epoch 35 loss 0.07994839633414333 valid acc 16/16
Epoch 35 loss 0.04056832332277661 valid acc 16/16
Epoch 35 loss 0.023056966058872856 valid acc 16/16
Epoch 35 loss 0.1640095501294064 valid acc 14/16
Epoch 35 loss 0.5054360495436082 valid acc 15/16
Epoch 35 loss 0.03782050522143532 valid acc 16/16
Epoch 35 loss 0.16929527612061754 valid acc 15/16
Epoch 35 loss 0.3070348071984696 valid acc 15/16
Epoch 35 loss 0.22852344959399473 valid acc 15/16
Epoch 35 loss 0.011635360748730002 valid acc 15/16
Epoch 35 loss 0.45733125326849716 valid acc 15/16
Epoch 35 loss 0.1529192555586849 valid acc 15/16
Epoch 35 loss 0.13541745127018212 valid acc 15/16
Epoch 35 loss 0.0927744272203703 valid acc 15/16
Epoch 35 loss 0.49126080159344415 valid acc 15/16
Epoch 35 loss 0.5081483772793567 valid acc 14/16
Epoch 35 loss 0.4306554111450702 valid acc 15/16
Epoch 35 loss 0.26744541149122675 valid acc 15/16
Epoch 35 loss 0.1744692732720027 valid acc 14/16
Epoch 35 loss 0.056518539619731134 valid acc 15/16
Epoch 35 loss 0.09080142089646825 valid acc 15/16
Epoch 35 loss 0.45852203583048334 valid acc 15/16
Epoch 35 loss 0.016972977267130738 valid acc 15/16
Epoch 35 loss 0.24127288518240325 valid acc 15/16
Epoch 35 loss 0.072340010678839 valid acc 14/16
Epoch 35 loss 0.5220511080905822 valid acc 15/16
Epoch 35 loss 0.05531262429954466 valid acc 14/16
Epoch 35 loss 0.312976438725789 valid acc 16/16
Epoch 35 loss 0.058855115908851514 valid acc 14/16
Epoch 35 loss 0.10091431629245425 valid acc 15/16
Epoch 35 loss 0.04265752825498089 valid acc 15/16
Epoch 35 loss 0.06231813227342419 valid acc 15/16
Epoch 36 loss 0.054639139773990056 valid acc 14/16
Epoch 36 loss 0.16807737616206053 valid acc 15/16
Epoch 36 loss 0.3824793392897654 valid acc 15/16
Epoch 36 loss 0.04486128640902261 valid acc 15/16
Epoch 36 loss 0.07571940434811168 valid acc 15/16
Epoch 36 loss 0.2896215635867731 valid acc 14/16
Epoch 36 loss 0.14551417784393703 valid acc 15/16
Epoch 36 loss 0.4335400032772946 valid acc 15/16
Epoch 36 loss 0.0758882126462144 valid acc 14/16
Epoch 36 loss 0.0462542872860886 valid acc 13/16
Epoch 36 loss 0.22218074660819345 valid acc 15/16
Epoch 36 loss 0.34682262038729983 valid acc 15/16
Epoch 36 loss 0.17737811155219685 valid acc 15/16
Epoch 36 loss 0.19437821754900914 valid acc 15/16
Epoch 36 loss 0.039769597525607776 valid acc 14/16
Epoch 36 loss 0.34067327260794655 valid acc 15/16
Epoch 36 loss 0.39800990241656004 valid acc 15/16
Epoch 36 loss 0.6062307087768446 valid acc 13/16
Epoch 36 loss 0.21260690828653495 valid acc 14/16
Epoch 36 loss 0.05017038560592081 valid acc 14/16
Epoch 36 loss 0.19568638917850645 valid acc 14/16
Epoch 36 loss 0.12545634095966846 valid acc 15/16
Epoch 36 loss 0.02307379700040689 valid acc 16/16
Epoch 36 loss 0.02020963190295133 valid acc 15/16
Epoch 36 loss 0.42145674834336694 valid acc 15/16
Epoch 36 loss 0.08067023250536996 valid acc 14/16
Epoch 36 loss 0.1932496781051023 valid acc 15/16
Epoch 36 loss 0.05884631669902914 valid acc 14/16
Epoch 36 loss 0.0144198046971006 valid acc 15/16
Epoch 36 loss 0.0161477350072735 valid acc 15/16
Epoch 36 loss 0.8207937990493422 valid acc 14/16
Epoch 36 loss 0.16139392949565076 valid acc 14/16
Epoch 36 loss 0.23960160625415414 valid acc 15/16
Epoch 36 loss 0.48908947917876294 valid acc 14/16
Epoch 36 loss 0.6805754703212331 valid acc 15/16
Epoch 36 loss 0.12412989237344607 valid acc 14/16
Epoch 36 loss 0.042009289685641917 valid acc 16/16
Epoch 36 loss 0.31824084610151154 valid acc 15/16
Epoch 36 loss 0.4322062353325494 valid acc 16/16
Epoch 36 loss 0.12530181707805682 valid acc 13/16
Epoch 36 loss 0.047568320866041174 valid acc 15/16
Epoch 36 loss 0.04501597307409922 valid acc 15/16
Epoch 36 loss 0.12725616330013378 valid acc 16/16
Epoch 36 loss 0.07971251998131103 valid acc 16/16
Epoch 36 loss 0.1351902710563693 valid acc 15/16
Epoch 36 loss 0.03277755954618969 valid acc 16/16
Epoch 36 loss 0.2827602369067964 valid acc 15/16
Epoch 36 loss 0.5145381760968357 valid acc 16/16
Epoch 36 loss 0.18724915202329592 valid acc 16/16
Epoch 36 loss 0.11558981915971651 valid acc 15/16
Epoch 36 loss 0.2687131359397765 valid acc 15/16
Epoch 36 loss 0.11873173904783714 valid acc 16/16
Epoch 36 loss 0.2270879795537982 valid acc 15/16
Epoch 36 loss 0.10770868233707104 valid acc 16/16
Epoch 36 loss 0.056655933963806804 valid acc 16/16
Epoch 36 loss 0.02007933398937581 valid acc 16/16
Epoch 36 loss 0.179718965006615 valid acc 15/16
Epoch 36 loss 0.02261044437295414 valid acc 15/16
Epoch 36 loss 0.16512654271833818 valid acc 14/16
Epoch 36 loss 0.19634890902015262 valid acc 15/16
Epoch 36 loss 0.24403431292614172 valid acc 14/16
Epoch 36 loss 0.07281700980281774 valid acc 15/16
Epoch 36 loss 0.01753299396071463 valid acc 15/16
Epoch 37 loss 0.095032007545664 valid acc 12/16
Epoch 37 loss 0.5143503747658762 valid acc 15/16
Epoch 37 loss 1.2025407347376595 valid acc 15/16
Epoch 37 loss 0.2953985317050082 valid acc 15/16
Epoch 37 loss 0.07501578053031782 valid acc 15/16
Epoch 37 loss 0.04723035112083642 valid acc 15/16
Epoch 37 loss 0.050788959357480824 valid acc 15/16
Epoch 37 loss 0.03681548365446599 valid acc 15/16
Epoch 37 loss 0.18082873025113685 valid acc 15/16
Epoch 37 loss 0.07051448825602277 valid acc 15/16
Epoch 37 loss 0.08119564450835516 valid acc 15/16
Epoch 37 loss 0.10598755569884521 valid acc 15/16
Epoch 37 loss 0.3030419072461431 valid acc 15/16
Epoch 37 loss 0.1126362258343232 valid acc 15/16
Epoch 37 loss 0.07653972421611618 valid acc 15/16
Epoch 37 loss 0.2956184193965791 valid acc 14/16
Epoch 37 loss 0.3736554013793838 valid acc 15/16
Epoch 37 loss 0.1404511082838079 valid acc 13/16
Epoch 37 loss 0.03374848545427043 valid acc 15/16
Epoch 37 loss 0.28338145190196484 valid acc 15/16
Epoch 37 loss 0.15705464174306819 valid acc 13/16
Epoch 37 loss 0.09951615752452778 valid acc 16/16
Epoch 37 loss 0.04844555360072723 valid acc 15/16
Epoch 37 loss 0.17242201631856774 valid acc 15/16
Epoch 37 loss 0.056199559660967485 valid acc 15/16
Epoch 37 loss 0.40184673160478124 valid acc 16/16
Epoch 37 loss 0.15619944482735712 valid acc 14/16
Epoch 37 loss 0.12805240848515465 valid acc 15/16
Epoch 37 loss 0.10298537124860854 valid acc 16/16
Epoch 37 loss 0.03630252849330417 valid acc 15/16
Epoch 37 loss 0.035646313135597976 valid acc 15/16
Epoch 37 loss 0.057946861786866054 valid acc 15/16
Epoch 37 loss 0.09002459831510962 valid acc 15/16
Epoch 37 loss 0.14478841278831728 valid acc 15/16
Epoch 37 loss 0.1989924921710315 valid acc 16/16
Epoch 37 loss 0.15893097128514722 valid acc 13/16
Epoch 37 loss 0.058948133818907344 valid acc 14/16
Epoch 37 loss 0.37622854650335225 valid acc 15/16
Epoch 37 loss 0.027854748800361154 valid acc 15/16
Epoch 37 loss 0.21450408813241367 valid acc 15/16
Epoch 37 loss 0.04397164757352334 valid acc 15/16
Epoch 37 loss 0.02628646731716082 valid acc 16/16
Epoch 37 loss 0.18459004417415115 valid acc 16/16
Epoch 37 loss 0.04113295604999158 valid acc 16/16
Epoch 37 loss 0.055807875489389924 valid acc 16/16
Epoch 37 loss 0.04082819922323991 valid acc 16/16
Epoch 37 loss 0.03281058748122847 valid acc 15/16
Epoch 37 loss 0.09205863089537625 valid acc 16/16
Epoch 37 loss 0.42473795760022093 valid acc 16/16
Epoch 37 loss 0.000891610672121993 valid acc 14/16
Epoch 37 loss 0.06367025694945772 valid acc 16/16
Epoch 37 loss 0.3705982483655165 valid acc 15/16
Epoch 37 loss 0.12081298766987719 valid acc 14/16
Epoch 37 loss 0.08862107186563617 valid acc 15/16
Epoch 37 loss 0.012265456302484696 valid acc 15/16
Epoch 37 loss 0.5774552390206538 valid acc 14/16
Epoch 37 loss 0.09999741652040985 valid acc 15/16
Epoch 37 loss 0.034975491463937095 valid acc 14/16
Epoch 37 loss 0.3625665320776274 valid acc 16/16
Epoch 37 loss 0.4120987507697853 valid acc 15/16
Epoch 37 loss 0.04903902115730427 valid acc 15/16
Epoch 37 loss 0.18130601214747663 valid acc 16/16
Epoch 37 loss 0.09880004919540045 valid acc 16/16
Epoch 38 loss 0.002925234913175955 valid acc 16/16
Epoch 38 loss 0.1048252882970878 valid acc 14/16
Epoch 38 loss 0.3221995147736412 valid acc 15/16
Epoch 38 loss 0.08435691866880841 valid acc 15/16
Epoch 38 loss 0.018846572871994746 valid acc 16/16
Epoch 38 loss 0.11730582518982507 valid acc 15/16
Epoch 38 loss 0.1634224239009627 valid acc 16/16
Epoch 38 loss 0.12824908735492638 valid acc 15/16
Epoch 38 loss 0.3422533945681492 valid acc 15/16
Epoch 38 loss 0.2759069810851785 valid acc 15/16
Epoch 38 loss 0.37142721978653576 valid acc 14/16
Epoch 38 loss 0.10115885868322284 valid acc 16/16
Epoch 38 loss 0.48835958369484533 valid acc 16/16
Epoch 38 loss 0.1497236212063387 valid acc 16/16
Epoch 38 loss 0.1771552397830596 valid acc 15/16
Epoch 38 loss 0.09322297468732141 valid acc 14/16
Epoch 38 loss 0.4156928037968356 valid acc 15/16
Epoch 38 loss 0.42417324397390477 valid acc 14/16
Epoch 38 loss 0.2099764615291237 valid acc 16/16
Epoch 38 loss 0.5221795597237617 valid acc 15/16
Epoch 38 loss 0.005590569173402563 valid acc 14/16
Epoch 38 loss 0.06932347968783881 valid acc 15/16
Epoch 38 loss 0.10466843433306094 valid acc 15/16
Epoch 38 loss 0.1654268017598383 valid acc 14/16
Epoch 38 loss 0.10777391177993939 valid acc 16/16
Epoch 38 loss 0.03837913054673598 valid acc 16/16
Epoch 38 loss 0.19265420847817977 valid acc 15/16
Epoch 38 loss 0.0894737534529402 valid acc 14/16
Epoch 38 loss 0.3441065074626442 valid acc 15/16
Epoch 38 loss 0.09584578367857624 valid acc 14/16
Epoch 38 loss 0.14826007841131034 valid acc 16/16
Epoch 38 loss 0.4148628828981916 valid acc 16/16
Epoch 38 loss 0.14770590047858917 valid acc 15/16
Epoch 38 loss 0.127083314518578 valid acc 15/16
Epoch 38 loss 0.27287689529113346 valid acc 15/16
Epoch 38 loss 0.01733043209145506 valid acc 16/16
Epoch 38 loss 0.1843007801062695 valid acc 16/16
Epoch 38 loss 0.11414682497831702 valid acc 15/16
Epoch 38 loss 0.04249642781153846 valid acc 16/16
Epoch 38 loss 0.07168774257551526 valid acc 16/16
Epoch 38 loss 0.01660892345038777 valid acc 14/16
Epoch 38 loss 0.015024903209663988 valid acc 15/16
Epoch 38 loss 0.2821216676580925 valid acc 16/16
Epoch 38 loss 0.17856060044009847 valid acc 16/16
Epoch 38 loss 0.08271047711122859 valid acc 15/16
Epoch 38 loss 0.02142494266723881 valid acc 15/16
Epoch 38 loss 0.17382863677408003 valid acc 16/16
Epoch 38 loss 0.15144083008691797 valid acc 15/16
Epoch 38 loss 0.09642705288490783 valid acc 16/16
Epoch 38 loss 0.4760827336861996 valid acc 16/16
Epoch 38 loss 0.047512450679006564 valid acc 15/16
Epoch 38 loss 0.11559752068795225 valid acc 15/16
Epoch 38 loss 0.18883681609975506 valid acc 16/16
Epoch 38 loss 0.02755194238637898 valid acc 16/16
Epoch 38 loss 0.08232319663456483 valid acc 16/16
Epoch 38 loss 0.04309445774894007 valid acc 16/16
Epoch 38 loss 0.082834250227467 valid acc 16/16
Epoch 38 loss 0.11050825265899694 valid acc 14/16
Epoch 38 loss 0.14114871533418935 valid acc 16/16
Epoch 38 loss 0.013056958991929426 valid acc 16/16
Epoch 38 loss 0.04828425804153741 valid acc 15/16
Epoch 38 loss 0.030990790306975505 valid acc 15/16
Epoch 38 loss 0.18331847379304866 valid acc 16/16
Epoch 39 loss 0.0014257255734269776 valid acc 16/16
Epoch 39 loss 0.2013967201824138 valid acc 16/16
Epoch 39 loss 0.05800959913452669 valid acc 16/16
Epoch 39 loss 0.11849378305001407 valid acc 14/16
Epoch 39 loss 0.29279100486486803 valid acc 14/16
Epoch 39 loss 0.054403466395017815 valid acc 15/16
Epoch 39 loss 0.33192642520254134 valid acc 15/16
Epoch 39 loss 0.5324277246447917 valid acc 15/16
Epoch 39 loss 0.1914857183403829 valid acc 16/16
Epoch 39 loss 0.10122792297765691 valid acc 16/16
Epoch 39 loss 0.07449232647811858 valid acc 16/16
Epoch 39 loss 0.009082667127900295 valid acc 15/16
Epoch 39 loss 0.008043741750384695 valid acc 16/16
Epoch 39 loss 0.2665299619266621 valid acc 15/16
Epoch 39 loss 0.464184085301637 valid acc 15/16
Epoch 39 loss 0.1974128272464074 valid acc 16/16
Epoch 39 loss 0.08528771583724323 valid acc 16/16
Epoch 39 loss 0.33711558515165846 valid acc 16/16
Epoch 39 loss 0.09640175318909724 valid acc 15/16
Epoch 39 loss 0.13698385442054153 valid acc 15/16
Epoch 39 loss 0.25898356135085376 valid acc 14/16
Epoch 39 loss 0.1236814557535751 valid acc 16/16
Epoch 39 loss 0.2531993322315681 valid acc 14/16
Epoch 39 loss 0.06104383720715711 valid acc 15/16
Epoch 39 loss 0.00978482766987639 valid acc 16/16
Epoch 39 loss 0.06361865478607993 valid acc 16/16
Epoch 39 loss 0.19809585124709406 valid acc 15/16
Epoch 39 loss 0.38036926923471803 valid acc 16/16
Epoch 39 loss 0.7976716337456056 valid acc 15/16
Epoch 39 loss 0.1239795235218073 valid acc 16/16
Epoch 39 loss 0.17153738516016445 valid acc 15/16
Epoch 39 loss 0.0323572963300786 valid acc 15/16
Epoch 39 loss 0.3311127656517553 valid acc 13/16
Epoch 39 loss 0.25147716960302696 valid acc 15/16
Epoch 39 loss 0.20859087843527763 valid acc 15/16
Epoch 39 loss 0.1912381990142777 valid acc 15/16
Epoch 39 loss 0.011514130394004748 valid acc 14/16
Epoch 39 loss 0.10556333156638059 valid acc 14/16
Epoch 39 loss 0.21074730128229271 valid acc 15/16
Epoch 39 loss 0.14829148603161021 valid acc 15/16
Epoch 39 loss 0.025351805607237633 valid acc 16/16
Epoch 39 loss 0.25950972423743424 valid acc 16/16
Epoch 39 loss 0.11038668625558885 valid acc 16/16
Epoch 39 loss 0.004210197009559709 valid acc 15/16
Epoch 39 loss 0.15053341435032946 valid acc 16/16
Epoch 39 loss 0.030211549557173045 valid acc 15/16
Epoch 39 loss 0.30098824650578215 valid acc 15/16
Epoch 39 loss 0.08799133879538211 valid acc 16/16
Epoch 39 loss 0.13024513228179121 valid acc 14/16
Epoch 39 loss 0.022845693810134148 valid acc 15/16
Epoch 39 loss 0.29107745000968 valid acc 15/16
Epoch 39 loss 0.10935968935545104 valid acc 16/16
Epoch 39 loss 0.1661602426097548 valid acc 15/16
Epoch 39 loss 0.0014199434902229344 valid acc 15/16
Epoch 39 loss 0.062024541426598925 valid acc 15/16
Epoch 39 loss 0.14857128495489424 valid acc 16/16
Epoch 39 loss 0.5939994423287411 valid acc 15/16
Epoch 39 loss 0.035482877516555295 valid acc 16/16
Epoch 39 loss 0.24261916138161915 valid acc 16/16
Epoch 39 loss 0.005626113612476596 valid acc 16/16
Epoch 39 loss 0.08555583744346101 valid acc 16/16
Epoch 39 loss 0.06957832525893079 valid acc 15/16
Epoch 39 loss 0.1911578903205183 valid acc 15/16
Epoch 40 loss 0.0003617638588466828 valid acc 16/16
Epoch 40 loss 0.4119183598207267 valid acc 15/16
Epoch 40 loss 0.012781050073918668 valid acc 16/16
Epoch 40 loss 0.00936620511186234 valid acc 15/16
Epoch 40 loss 0.008177143602778169 valid acc 15/16
Epoch 40 loss 0.31494932343300225 valid acc 15/16
Epoch 40 loss 0.2734594407629176 valid acc 14/16
Epoch 40 loss 0.5347035190687233 valid acc 15/16
Epoch 40 loss 0.2126096220554047 valid acc 16/16
Epoch 40 loss 0.2921259283480819 valid acc 15/16
Epoch 40 loss 0.4478178180410225 valid acc 16/16
Epoch 40 loss 0.3598381115675684 valid acc 16/16
Epoch 40 loss 0.12660381606940332 valid acc 16/16
Epoch 40 loss 0.5513788291679573 valid acc 16/16
Epoch 40 loss 0.5734793673843961 valid acc 15/16
Epoch 40 loss 0.19796079551880616 valid acc 14/16
Epoch 40 loss 0.07624295898969241 valid acc 15/16
Epoch 40 loss 0.17280515826111242 valid acc 15/16
Epoch 40 loss 0.3954843146831426 valid acc 16/16
Epoch 40 loss 0.32798705063795397 valid acc 15/16
Epoch 40 loss 0.12590272993425256 valid acc 16/16
Epoch 40 loss 0.031690161330143574 valid acc 16/16
Epoch 40 loss 0.0439037319453288 valid acc 15/16
Epoch 40 loss 0.06511344007744893 valid acc 15/16
Epoch 40 loss 0.2322068970467048 valid acc 15/16
Epoch 40 loss 0.031053472536945268 valid acc 16/16
Epoch 40 loss 0.13826510471236184 valid acc 16/16
Epoch 40 loss 0.1060255949001401 valid acc 15/16
Epoch 40 loss 0.05168668267673845 valid acc 14/16
Epoch 40 loss 0.00940589147312739 valid acc 15/16
Epoch 40 loss 0.07573755837378839 valid acc 14/16
Epoch 40 loss 0.3341608055388802 valid acc 13/16
Epoch 40 loss 0.034884953308664195 valid acc 16/16
Epoch 40 loss 0.09905863575487497 valid acc 15/16
Epoch 40 loss 0.45943934100625705 valid acc 15/16
Epoch 40 loss 0.13311595937902027 valid acc 15/16
Epoch 40 loss 0.681297655852338 valid acc 15/16
Epoch 40 loss 0.31984626068097294 valid acc 15/16
Epoch 40 loss 0.18833734681789854 valid acc 15/16
Epoch 40 loss 0.09744222825461518 valid acc 16/16
Epoch 40 loss 0.23815987788586487 valid acc 16/16
Epoch 40 loss 0.131674013097296 valid acc 16/16
Epoch 40 loss 0.011295669910852292 valid acc 15/16
Epoch 40 loss 0.019806711030501002 valid acc 15/16
Epoch 40 loss 0.17694328644002685 valid acc 15/16
Epoch 40 loss 0.002004389473381322 valid acc 16/16
Epoch 40 loss 0.24604032274802945 valid acc 16/16
Epoch 40 loss 0.3176975854853424 valid acc 14/16
Epoch 40 loss 0.05577308224452274 valid acc 16/16
Epoch 40 loss 0.020914992417392253 valid acc 15/16
Epoch 40 loss 0.02874356856687612 valid acc 16/16
Epoch 40 loss 0.29884702803445534 valid acc 16/16
Epoch 40 loss 0.0998925936187939 valid acc 16/16
Epoch 40 loss 0.13420119625342752 valid acc 15/16
Epoch 40 loss 0.23747604762007354 valid acc 15/16
Epoch 40 loss 0.09054904598118588 valid acc 15/16
Epoch 40 loss 0.5324851594853499 valid acc 13/16
Epoch 40 loss 0.29363933764780853 valid acc 14/16
Epoch 40 loss 0.08830539761810936 valid acc 15/16
Epoch 40 loss 0.12588089019806442 valid acc 15/16
Epoch 40 loss 0.021224407302988357 valid acc 14/16
Epoch 40 loss 0.024903514351149448 valid acc 14/16
Epoch 40 loss 0.1749660332096205 valid acc 15/16
Epoch 41 loss 1.0572819005153779e-05 valid acc 15/16
Epoch 41 loss 0.3770174507571313 valid acc 15/16
Epoch 41 loss 0.20608142141822766 valid acc 15/16
Epoch 41 loss 0.08115313532202392 valid acc 15/16
Epoch 41 loss 0.12409030983157507 valid acc 15/16
Epoch 41 loss 0.23964773121163407 valid acc 16/16
Epoch 41 loss 0.223843035148015 valid acc 15/16
Epoch 41 loss 0.46063147796736365 valid acc 15/16
Epoch 41 loss 0.15805740144923053 valid acc 15/16
Epoch 41 loss 0.05126692975921138 valid acc 15/16
Epoch 41 loss 0.1289540106530092 valid acc 15/16
Epoch 41 loss 0.198075940153675 valid acc 16/16
Epoch 41 loss 0.05073029571652237 valid acc 15/16
Epoch 41 loss 0.1904008005977117 valid acc 14/16
Epoch 41 loss 0.16005332573560016 valid acc 13/16
Epoch 41 loss 0.29337638497761637 valid acc 15/16
Epoch 41 loss 0.7399537787063588 valid acc 14/16
Epoch 41 loss 0.09310955468616963 valid acc 15/16
Epoch 41 loss 0.14999061672503627 valid acc 16/16
Epoch 41 loss 0.07024809927364432 valid acc 15/16
Epoch 41 loss 0.10479862302154752 valid acc 14/16
Epoch 41 loss 0.6812315161756567 valid acc 15/16
Epoch 41 loss 0.10854692546320278 valid acc 15/16
Epoch 41 loss 0.13320072054004925 valid acc 15/16
Epoch 41 loss 0.09078434020075542 valid acc 15/16
Epoch 41 loss 0.07831985189135021 valid acc 16/16
Epoch 41 loss 0.11722485816642862 valid acc 15/16
Epoch 41 loss 0.013970459471617977 valid acc 15/16
Epoch 41 loss 0.19672148384961147 valid acc 16/16
Epoch 41 loss 0.01258395695780969 valid acc 15/16
Epoch 41 loss 0.10908655750898902 valid acc 15/16
Epoch 41 loss 0.42160469206827633 valid acc 15/16
Epoch 41 loss 0.03233424225495456 valid acc 14/16
Epoch 41 loss 0.15319752459305458 valid acc 15/16
Epoch 41 loss 0.3446130590511141 valid acc 16/16
Epoch 41 loss 0.05214450154755574 valid acc 16/16
Epoch 41 loss 0.03979431527893516 valid acc 15/16
Epoch 41 loss 0.009370961481932552 valid acc 15/16
Epoch 41 loss 0.13123764179067907 valid acc 16/16
Epoch 41 loss 0.14802833597554793 valid acc 14/16
Epoch 41 loss 0.0628180408346703 valid acc 14/16
Epoch 41 loss 0.07824185667455699 valid acc 16/16
Epoch 41 loss 0.025581636800501805 valid acc 16/16
Epoch 41 loss 0.07960354733380456 valid acc 14/16
Epoch 41 loss 0.012873409682981144 valid acc 15/16
Epoch 41 loss 0.0316306779023716 valid acc 15/16
Epoch 41 loss 0.10088800149492855 valid acc 16/16
Epoch 41 loss 0.28145702853999427 valid acc 16/16
Epoch 41 loss 0.2042742437288972 valid acc 15/16
Epoch 41 loss 0.16241389919318483 valid acc 15/16
Epoch 41 loss 0.31566540110020264 valid acc 16/16
Epoch 41 loss 0.03225579951436718 valid acc 15/16
Epoch 41 loss 0.25793685822743206 valid acc 16/16
Epoch 41 loss 0.005892431151178105 valid acc 15/16
Epoch 41 loss 0.14940984928863799 valid acc 15/16
Epoch 41 loss 0.040945040322725626 valid acc 15/16
Epoch 41 loss 0.327806809150128 valid acc 13/16
Epoch 41 loss 0.005257593722679592 valid acc 15/16
Epoch 41 loss 0.07525303334675335 valid acc 14/16
Epoch 41 loss 0.34244899078213964 valid acc 16/16
Epoch 41 loss 0.06929497486858022 valid acc 15/16
Epoch 41 loss 0.012658326552864077 valid acc 16/16
Epoch 41 loss 0.15877144567343762 valid acc 15/16
Epoch 42 loss 4.8032566928623835e-05 valid acc 14/16
Epoch 42 loss 0.11705473205404437 valid acc 16/16
Epoch 42 loss 0.2667489107476636 valid acc 15/16
Epoch 42 loss 0.06470742289280723 valid acc 15/16
Epoch 42 loss 0.4881311077377962 valid acc 16/16
Epoch 42 loss 0.16758586242898385 valid acc 15/16
Epoch 42 loss 0.18904336770749572 valid acc 15/16
Epoch 42 loss 0.062020779970228916 valid acc 16/16
Epoch 42 loss 0.27316755900191836 valid acc 15/16
Epoch 42 loss 0.03238756661766011 valid acc 16/16
Epoch 42 loss 0.04387440801306699 valid acc 15/16
Epoch 42 loss 0.10318068650706261 valid acc 16/16
Epoch 42 loss 0.08425683832733913 valid acc 16/16
Epoch 42 loss 0.05747792602760632 valid acc 16/16
Epoch 42 loss 0.04276189614569031 valid acc 15/16
Epoch 42 loss 0.09125914752454886 valid acc 14/16
Epoch 42 loss 0.12628496673336886 valid acc 16/16
Epoch 42 loss 0.03143546672800392 valid acc 16/16
Epoch 42 loss 0.09542606819940196 valid acc 16/16
Epoch 42 loss 0.135163000463849 valid acc 16/16
Epoch 42 loss 0.08985389984754133 valid acc 15/16
Epoch 42 loss 0.08617192672641075 valid acc 16/16
Epoch 42 loss 0.1070428957220988 valid acc 15/16
Epoch 42 loss 0.26477330881100314 valid acc 16/16
Epoch 42 loss 0.28256030747526484 valid acc 15/16
Epoch 42 loss 0.02123651973058153 valid acc 15/16
Epoch 42 loss 0.20137240200001727 valid acc 16/16
Epoch 42 loss 0.17758850631901144 valid acc 16/16
Epoch 42 loss 0.8754688163724815 valid acc 16/16
Epoch 42 loss 0.10049547854313688 valid acc 16/16
Epoch 42 loss 0.026132032185109542 valid acc 16/16
Epoch 42 loss 0.4136973159089881 valid acc 16/16
Epoch 42 loss 0.2618930394444056 valid acc 16/16
Epoch 42 loss 0.0033016364765238847 valid acc 16/16
Epoch 42 loss 0.44709746441292153 valid acc 15/16
Epoch 42 loss 0.2224678095414442 valid acc 16/16
Epoch 42 loss 0.019541895949106942 valid acc 16/16
Epoch 42 loss 0.09343844909442796 valid acc 16/16
Epoch 42 loss 0.012081639830063943 valid acc 16/16
Epoch 42 loss 0.09606675192472897 valid acc 16/16
Epoch 42 loss 0.03667079956504863 valid acc 15/16
Epoch 42 loss 0.35928519949292176 valid acc 15/16
Epoch 42 loss 0.3754182776775812 valid acc 16/16
Epoch 42 loss 0.30047718827993 valid acc 16/16
Epoch 42 loss 0.033338877451296794 valid acc 16/16
Epoch 42 loss 0.1120428566157628 valid acc 15/16
Epoch 42 loss 0.4433593414107663 valid acc 16/16
Epoch 42 loss 0.5987744338417871 valid acc 15/16
Epoch 42 loss 0.49902072596596697 valid acc 15/16
Epoch 42 loss 0.38292347568608814 valid acc 15/16
Epoch 42 loss 0.43144522331091156 valid acc 15/16
Epoch 42 loss 0.18011016357438422 valid acc 15/16
Epoch 42 loss 0.030466135480664652 valid acc 15/16
Epoch 42 loss 0.25439872633551674 valid acc 16/16
Epoch 42 loss 0.36536742159695257 valid acc 15/16
Epoch 42 loss 0.2007471273010471 valid acc 15/16
Epoch 42 loss 0.3263520785183423 valid acc 14/16
Epoch 42 loss 0.04909233453257031 valid acc 16/16
Epoch 42 loss 0.07650500933731567 valid acc 15/16
Epoch 42 loss 0.06057608145755489 valid acc 15/16
Epoch 42 loss 0.06505184637526885 valid acc 15/16
Epoch 42 loss 0.09985172943511397 valid acc 14/16
Epoch 42 loss 0.08708018438400879 valid acc 15/16
Epoch 43 loss 0.00018066735351684275 valid acc 15/16
Epoch 43 loss 0.38081423216531396 valid acc 15/16
Epoch 43 loss 0.35567685069687127 valid acc 15/16
Epoch 43 loss 0.12898085662552417 valid acc 15/16
Epoch 43 loss 0.01756338676179561 valid acc 15/16
Epoch 43 loss 0.027868647281864646 valid acc 15/16
Epoch 43 loss 0.19594965368577444 valid acc 15/16
Epoch 43 loss 0.12081824881174016 valid acc 15/16
Epoch 43 loss 0.036139050534881846 valid acc 15/16
Epoch 43 loss 0.32333991586242666 valid acc 14/16
Epoch 43 loss 0.04762292049306111 valid acc 14/16
Epoch 43 loss 0.15148684484854621 valid acc 14/16
Epoch 43 loss 0.03269160470118165 valid acc 15/16
Epoch 43 loss 0.1452491847857726 valid acc 16/16
Epoch 43 loss 0.5655931456424522 valid acc 15/16
Epoch 43 loss 0.14119585187721323 valid acc 15/16
Epoch 43 loss 0.5586471531454751 valid acc 15/16
Epoch 43 loss 0.11865087621100799 valid acc 15/16
Epoch 43 loss 0.410924657087239 valid acc 15/16
Epoch 43 loss 0.09366132675580752 valid acc 15/16
Epoch 43 loss 0.012732241618739804 valid acc 15/16
Epoch 43 loss 0.07234219676386303 valid acc 15/16
Epoch 43 loss 0.1265776926443311 valid acc 15/16
Epoch 43 loss 0.16076106129359485 valid acc 14/16
Epoch 43 loss 0.016038042450195716 valid acc 15/16
Epoch 43 loss 0.042330236461415836 valid acc 15/16
Epoch 43 loss 0.09842158439291114 valid acc 15/16
Epoch 43 loss 0.04514946258602622 valid acc 14/16
Epoch 43 loss 0.5000493628855551 valid acc 15/16
Epoch 43 loss 0.011818679258787261 valid acc 15/16
Epoch 43 loss 0.023639884356912333 valid acc 15/16
Epoch 43 loss 0.012263599315966652 valid acc 15/16
Epoch 43 loss 0.11102889139393156 valid acc 15/16
Epoch 43 loss 0.2786962452665515 valid acc 15/16
Epoch 43 loss 0.6884447297828039 valid acc 16/16
Epoch 43 loss 0.11268060366659956 valid acc 15/16
Epoch 43 loss 0.006180568566316005 valid acc 15/16
Epoch 43 loss 0.018485931820338575 valid acc 15/16
Epoch 43 loss 0.03176087990056128 valid acc 15/16
Epoch 43 loss 0.00982551734107788 valid acc 16/16
Epoch 43 loss 0.009701045920689069 valid acc 15/16
Epoch 43 loss 0.018874359054570945 valid acc 16/16
Epoch 43 loss 0.1546528052447199 valid acc 15/16
Epoch 43 loss 0.05118091549764901 valid acc 15/16
Epoch 43 loss 0.2562024634197138 valid acc 16/16
Epoch 43 loss 0.04126522327257094 valid acc 16/16
Epoch 43 loss 0.29081579848263034 valid acc 16/16
Epoch 43 loss 0.034505970676102324 valid acc 16/16
Epoch 43 loss 0.18327863007709808 valid acc 15/16
Epoch 43 loss 0.0030577416801564465 valid acc 15/16
Epoch 43 loss 0.3002246309958155 valid acc 16/16
Epoch 43 loss 0.04523931174497031 valid acc 16/16
Epoch 43 loss 0.10608563304289244 valid acc 15/16
Epoch 43 loss 0.04220125277471624 valid acc 16/16
Epoch 43 loss 0.13529299680912146 valid acc 15/16
Epoch 43 loss 0.025072147165182697 valid acc 15/16
Epoch 43 loss 0.6216956042748891 valid acc 14/16
Epoch 43 loss 0.14328181901725 valid acc 15/16
Epoch 43 loss 0.09740747968002277 valid acc 15/16
Epoch 43 loss 0.019550984163024976 valid acc 15/16
Epoch 43 loss 0.02616959203425196 valid acc 14/16
Epoch 43 loss 0.06706573414371621 valid acc 15/16
Epoch 43 loss 0.08644634847125876 valid acc 15/16
Epoch 44 loss 0.0003378549505305416 valid acc 15/16
Epoch 44 loss 0.13352236678618762 valid acc 16/16
Epoch 44 loss 0.07590462441076011 valid acc 14/16
Epoch 44 loss 0.35398046511715275 valid acc 15/16
Epoch 44 loss 0.01980548931950895 valid acc 16/16
Epoch 44 loss 0.006167523115667862 valid acc 15/16
Epoch 44 loss 0.16474919639577904 valid acc 15/16
Epoch 44 loss 0.2710321425003924 valid acc 15/16
Epoch 44 loss 0.0885215611458283 valid acc 15/16
Epoch 44 loss 0.03642179020096878 valid acc 16/16
Epoch 44 loss 0.20306856406130463 valid acc 15/16
Epoch 44 loss 0.3163315024532552 valid acc 15/16
Epoch 44 loss 0.38045603110051246 valid acc 16/16
Epoch 44 loss 0.25921489136072756 valid acc 15/16
Epoch 44 loss 0.14494005454050923 valid acc 15/16
Epoch 44 loss 0.5788966069029354 valid acc 16/16
Epoch 44 loss 0.26530012214357446 valid acc 16/16
Epoch 44 loss 0.19295202492606528 valid acc 16/16
Epoch 44 loss 0.040128937993489926 valid acc 15/16
Epoch 44 loss 0.15683125986527718 valid acc 15/16
Epoch 44 loss 0.049276002943136374 valid acc 16/16
Epoch 44 loss 0.02652699269510078 valid acc 16/16
Epoch 44 loss 0.12056463574459146 valid acc 16/16
Epoch 44 loss 0.25874649890729357 valid acc 15/16
Epoch 44 loss 0.05550239266462414 valid acc 16/16
Epoch 44 loss 0.19333948806886145 valid acc 16/16
Epoch 44 loss 0.13131606430331202 valid acc 16/16
Epoch 44 loss 0.04680544912473197 valid acc 16/16
Epoch 44 loss 0.03329041470284598 valid acc 16/16
Epoch 44 loss 0.023770886391287653 valid acc 15/16
Epoch 44 loss 0.01268403820700529 valid acc 16/16
Epoch 44 loss 0.08512562943064728 valid acc 15/16
Epoch 44 loss 0.019294226784672422 valid acc 16/16
Epoch 44 loss 0.049509602183436995 valid acc 16/16
Epoch 44 loss 0.1839460804734024 valid acc 15/16
Epoch 44 loss 0.11454416559418888 valid acc 15/16
Epoch 44 loss 0.027222210691736158 valid acc 16/16
Epoch 44 loss 0.23731130558385688 valid acc 16/16
Epoch 44 loss 0.035556456744618936 valid acc 16/16
Epoch 44 loss 0.03901997177063121 valid acc 16/16
Epoch 44 loss 0.0012186442726594008 valid acc 16/16
Epoch 44 loss 0.0948249070170965 valid acc 15/16
Epoch 44 loss 0.04227700805173782 valid acc 16/16
Epoch 44 loss 0.035271375887319226 valid acc 16/16
Epoch 44 loss 0.24678126851841806 valid acc 14/16
Epoch 44 loss 0.2273791296585943 valid acc 15/16
Epoch 44 loss 0.06730696903598907 valid acc 15/16
Epoch 44 loss 0.28223409734194443 valid acc 16/16
Epoch 44 loss 0.10434098237007955 valid acc 14/16
Epoch 44 loss 0.1147382247221601 valid acc 14/16
Epoch 44 loss 0.028690695524612876 valid acc 13/16
Epoch 44 loss 0.2875328663575531 valid acc 15/16
Epoch 44 loss 0.17715621574294674 valid acc 14/16
Epoch 44 loss 0.002498415455585048 valid acc 15/16
Epoch 44 loss 0.0659182223153438 valid acc 15/16
Epoch 44 loss 0.263264976552126 valid acc 15/16
Epoch 44 loss 0.03875745714796112 valid acc 16/16
Epoch 44 loss 0.016224228149039836 valid acc 14/16
Epoch 44 loss 0.01697901380809977 valid acc 15/16
Epoch 44 loss 0.02650024822582198 valid acc 14/16
Epoch 44 loss 0.07403801591014957 valid acc 15/16
Epoch 44 loss 0.16246016263977478 valid acc 16/16
Epoch 44 loss 0.16845982256796868 valid acc 15/16
Epoch 45 loss 0.0004503461089065165 valid acc 14/16
Epoch 45 loss 0.06501094724020305 valid acc 15/16
Epoch 45 loss 0.04414126407924043 valid acc 15/16
Epoch 45 loss 0.021472667760331812 valid acc 15/16
Epoch 45 loss 0.08321397227849628 valid acc 14/16
Epoch 45 loss 0.007937684857132024 valid acc 15/16
Epoch 45 loss 0.12289531110138227 valid acc 14/16
Epoch 45 loss 0.04086207888622284 valid acc 14/16
Epoch 45 loss 0.1995264877989158 valid acc 16/16
Epoch 45 loss 0.13060519259749098 valid acc 14/16
Epoch 45 loss 0.08499646618538596 valid acc 15/16
Epoch 45 loss 0.1092379170439084 valid acc 15/16
Epoch 45 loss 0.03447378820338504 valid acc 15/16
Epoch 45 loss 0.5852583495585854 valid acc 14/16
Epoch 45 loss 0.28415986824641853 valid acc 15/16
Epoch 45 loss 0.20718533598574046 valid acc 15/16
Epoch 45 loss 0.16699855945632236 valid acc 16/16
Epoch 45 loss 0.14578760716434974 valid acc 16/16
Epoch 45 loss 0.01286746574135073 valid acc 16/16
Epoch 45 loss 0.019372244740205498 valid acc 15/16
Epoch 45 loss 0.007718337988414788 valid acc 15/16
Epoch 45 loss 0.005646557298764242 valid acc 15/16
Epoch 45 loss 0.010119377205797649 valid acc 15/16
Epoch 45 loss 0.012181753757161747 valid acc 15/16
Epoch 45 loss 0.017458802809155773 valid acc 15/16
Epoch 45 loss 0.005146655446006943 valid acc 16/16
Epoch 45 loss 0.15926711564943705 valid acc 15/16
Epoch 45 loss 0.013463174947153694 valid acc 15/16
Epoch 45 loss 0.007040182186354256 valid acc 15/16
Epoch 45 loss 0.3124024284856238 valid acc 15/16
Epoch 45 loss 0.12432062253743638 valid acc 15/16
Epoch 45 loss 0.024498098042435867 valid acc 14/16
Epoch 45 loss 0.001774837716274294 valid acc 15/16
Epoch 45 loss 0.18277230077366277 valid acc 14/16
Epoch 45 loss 0.35498219262371655 valid acc 15/16
Epoch 45 loss 0.32431019802053856 valid acc 15/16
Epoch 45 loss 0.09401528561116826 valid acc 15/16
Epoch 45 loss 0.2036598397358082 valid acc 15/16
Epoch 45 loss 0.2878438947175321 valid acc 15/16
Epoch 45 loss 0.06135434168641959 valid acc 15/16
Epoch 45 loss 0.17920814894718703 valid acc 15/16
Epoch 45 loss 0.042434875808181394 valid acc 16/16
Epoch 45 loss 0.7133665897967566 valid acc 16/16
Epoch 45 loss 0.12010735923067181 valid acc 15/16
Epoch 45 loss 0.04144884590754429 valid acc 16/16
Epoch 45 loss 0.13438142965096098 valid acc 15/16
Epoch 45 loss 0.08239205043150673 valid acc 14/16
Epoch 45 loss 0.07909466867022212 valid acc 14/16
Epoch 45 loss 0.6072803168273609 valid acc 15/16
Epoch 45 loss 0.004622001272135126 valid acc 15/16
Epoch 45 loss 0.28875276263346067 valid acc 13/16
Epoch 45 loss 0.0533762480431418 valid acc 15/16
Epoch 45 loss 0.044864904245384765 valid acc 15/16
Epoch 45 loss 0.004658835666290443 valid acc 15/16
Epoch 45 loss 0.22663762501129206 valid acc 15/16
Epoch 45 loss 0.10150905691178219 valid acc 15/16
Epoch 45 loss 0.36331341974784026 valid acc 14/16
Epoch 45 loss 0.023068245002131983 valid acc 15/16
Epoch 45 loss 0.46983289376881676 valid acc 15/16
Epoch 45 loss 0.09397365580645835 valid acc 15/16
Epoch 45 loss 0.023720280148483597 valid acc 15/16
Epoch 45 loss 0.13755028865500682 valid acc 16/16
Epoch 45 loss 0.21954790164600702 valid acc 16/16
Epoch 46 loss 1.3324759297236354e-05 valid acc 16/16
Epoch 46 loss 0.12219273123056543 valid acc 14/16
Epoch 46 loss 0.2975122595424458 valid acc 15/16
Epoch 46 loss 0.10462110695823039 valid acc 15/16
Epoch 46 loss 0.051961548498958815 valid acc 15/16
Epoch 46 loss 0.06423553191068862 valid acc 15/16
Epoch 46 loss 0.07013540685668831 valid acc 14/16
Epoch 46 loss 0.09075193031978515 valid acc 15/16
Epoch 46 loss 0.1270176678987554 valid acc 16/16
Epoch 46 loss 0.01911724561229504 valid acc 14/16
Epoch 46 loss 0.11133893945054338 valid acc 16/16
Epoch 46 loss 0.37798643877938254 valid acc 15/16
Epoch 46 loss 0.3997035676104239 valid acc 15/16
Epoch 46 loss 0.06928047088024494 valid acc 15/16
Epoch 46 loss 0.08088450063067906 valid acc 15/16
Epoch 46 loss 0.0896072158935039 valid acc 16/16
Epoch 46 loss 0.46785672259471 valid acc 16/16
Epoch 46 loss 0.14188982377123685 valid acc 15/16
Epoch 46 loss 0.2906831780320839 valid acc 15/16
Epoch 46 loss 0.17276605653384214 valid acc 16/16
Epoch 46 loss 0.052386762528484676 valid acc 15/16
Epoch 46 loss 0.15701567215176743 valid acc 16/16
Epoch 46 loss 0.13330253354139449 valid acc 15/16
Epoch 46 loss 0.18976634798734504 valid acc 15/16
Epoch 46 loss 0.09082439638920861 valid acc 16/16
Epoch 46 loss 0.23412299140463244 valid acc 16/16
Epoch 46 loss 0.38852526479728633 valid acc 15/16
Epoch 46 loss 0.008014604338652222 valid acc 14/16
Epoch 46 loss 0.04743449917149729 valid acc 15/16
Epoch 46 loss 0.00929615754305776 valid acc 16/16
Epoch 46 loss 0.013076412036605135 valid acc 15/16
Epoch 46 loss 0.044141727925919395 valid acc 15/16
Epoch 46 loss 0.005279090471225033 valid acc 16/16
Epoch 46 loss 0.49901624922684806 valid acc 13/16
Epoch 46 loss 0.09046338203107748 valid acc 13/16
Epoch 46 loss 0.18591158061662807 valid acc 15/16
Epoch 46 loss 0.18391687480472307 valid acc 15/16
Epoch 46 loss 0.01752435642670996 valid acc 14/16
Epoch 46 loss 0.18017346524901084 valid acc 15/16
Epoch 46 loss 0.20304829742959457 valid acc 15/16
Epoch 46 loss 0.01353484559703819 valid acc 16/16
Epoch 46 loss 0.34140138788487756 valid acc 15/16
Epoch 46 loss 0.3094999724619458 valid acc 15/16
Epoch 46 loss 0.14359369994562138 valid acc 15/16
Epoch 46 loss 0.13974765581026607 valid acc 15/16
Epoch 46 loss 0.025429019960295562 valid acc 14/16
Epoch 46 loss 0.20351361074646873 valid acc 15/16
Epoch 46 loss 0.21431342961381522 valid acc 16/16
Epoch 46 loss 0.3278105242770465 valid acc 15/16
Epoch 46 loss 0.2134326171494679 valid acc 15/16
Epoch 46 loss 0.0637317319198232 valid acc 16/16
Epoch 46 loss 0.7035291907907056 valid acc 16/16
Epoch 46 loss 0.4463837233379184 valid acc 16/16
Epoch 46 loss 0.02540184088784909 valid acc 14/16
Epoch 46 loss 0.20429681386854875 valid acc 15/16
Epoch 46 loss 0.25928686369933335 valid acc 15/16
Epoch 46 loss 0.15849692115335584 valid acc 16/16
Epoch 46 loss 0.06689825129553936 valid acc 15/16
Epoch 46 loss 0.1551266384908028 valid acc 15/16
Epoch 46 loss 0.40658245213364097 valid acc 16/16
Epoch 46 loss 0.03602666404206457 valid acc 13/16
Epoch 46 loss 0.043460191681884114 valid acc 15/16
Epoch 46 loss 0.11901363072348516 valid acc 16/16
Epoch 47 loss 0.0046602294341248325 valid acc 15/16
Epoch 47 loss 0.34272836435860643 valid acc 16/16
Epoch 47 loss 0.06263276663833389 valid acc 15/16
Epoch 47 loss 0.15738427788241974 valid acc 15/16
Epoch 47 loss 0.030421540103307415 valid acc 16/16
Epoch 47 loss 0.19345710819800446 valid acc 16/16
Epoch 47 loss 0.263503492416435 valid acc 16/16
Epoch 47 loss 0.3052392539151364 valid acc 15/16
Epoch 47 loss 0.21817982537681327 valid acc 16/16
Epoch 47 loss 0.24649010587087863 valid acc 16/16
Epoch 47 loss 0.040976942665280694 valid acc 16/16
Epoch 47 loss 0.06552278610308009 valid acc 14/16
Epoch 47 loss 0.04830675063956108 valid acc 15/16
Epoch 47 loss 0.20664541955238516 valid acc 16/16
Epoch 47 loss 0.5239884444642817 valid acc 15/16
Epoch 47 loss 0.21451206087700941 valid acc 15/16
Epoch 47 loss 0.17173231783501805 valid acc 16/16
Epoch 47 loss 0.13038923876055675 valid acc 15/16
Epoch 47 loss 0.4087987121692748 valid acc 15/16
Epoch 47 loss 0.026612555663831264 valid acc 16/16
Epoch 47 loss 0.01979143595213061 valid acc 14/16
Epoch 47 loss 0.13866642835917972 valid acc 15/16
Epoch 47 loss 0.011800052342977091 valid acc 16/16
Epoch 47 loss 0.1882100126175593 valid acc 14/16
Epoch 47 loss 0.08942254115260397 valid acc 15/16
Epoch 47 loss 0.1777274497978364 valid acc 15/16
Epoch 47 loss 0.07103246897502463 valid acc 14/16
Epoch 47 loss 0.47405645674876284 valid acc 15/16
Epoch 47 loss 0.2066087876619262 valid acc 14/16
Epoch 47 loss 0.05744943562848815 valid acc 16/16
Epoch 47 loss 0.0475452988469851 valid acc 15/16
Epoch 47 loss 0.11556023193827501 valid acc 13/16
Epoch 47 loss 0.041794835334800697 valid acc 14/16
Epoch 47 loss 0.011196285331890822 valid acc 14/16
Epoch 47 loss 0.19273491928242636 valid acc 16/16
Epoch 47 loss 0.0917587890080809 valid acc 15/16
Epoch 47 loss 0.0644600015991922 valid acc 15/16
Epoch 47 loss 0.04010542873349919 valid acc 15/16
Epoch 47 loss 0.05875826859891609 valid acc 16/16
Epoch 47 loss 0.008811897726043485 valid acc 16/16
Epoch 47 loss 0.10783103934976113 valid acc 16/16
Epoch 47 loss 0.2994211617311281 valid acc 14/16
Epoch 47 loss 0.1306683005366767 valid acc 15/16
Epoch 47 loss 0.006276954292357567 valid acc 14/16
Epoch 47 loss 0.08890637535142251 valid acc 15/16
Epoch 47 loss 0.18928402109574605 valid acc 15/16
Epoch 47 loss 0.0843821844267397 valid acc 15/16
Epoch 47 loss 0.14981402400891214 valid acc 16/16
Epoch 47 loss 0.43192526370370987 valid acc 16/16
Epoch 47 loss 0.01528442189436019 valid acc 16/16
Epoch 47 loss 0.042774028635244335 valid acc 15/16
Epoch 47 loss 0.0557313809861707 valid acc 15/16
Epoch 47 loss 0.06011053805414717 valid acc 16/16
Epoch 47 loss 0.1590621677772236 valid acc 16/16
Epoch 47 loss 0.16337780347822053 valid acc 15/16
Epoch 47 loss 0.1194321431708528 valid acc 16/16
Epoch 47 loss 0.021251803900702776 valid acc 16/16
Epoch 47 loss 0.11607002464889941 valid acc 14/16
Epoch 47 loss 0.167688511188926 valid acc 16/16
Epoch 47 loss 0.041478918960298705 valid acc 16/16
Epoch 47 loss 0.058199938107180105 valid acc 16/16
Epoch 47 loss 0.34808909956521134 valid acc 16/16
Epoch 47 loss 0.028600431002312056 valid acc 16/16
Epoch 48 loss 6.84185660803046e-05 valid acc 15/16
Epoch 48 loss 0.16749853681508015 valid acc 15/16
Epoch 48 loss 0.2817746270308609 valid acc 16/16
Epoch 48 loss 0.02617662337864863 valid acc 15/16
Epoch 48 loss 0.18708670388275592 valid acc 15/16
Epoch 48 loss 0.061628249052994646 valid acc 16/16
Epoch 48 loss 0.515107427131526 valid acc 16/16
Epoch 48 loss 0.2757373426715288 valid acc 15/16
Epoch 48 loss 0.22860779062795958 valid acc 16/16
Epoch 48 loss 0.04482223742150174 valid acc 15/16
Epoch 48 loss 0.02081272105266305 valid acc 16/16
Epoch 48 loss 0.3264146569975433 valid acc 15/16
Epoch 48 loss 0.05761256576371574 valid acc 16/16
Epoch 48 loss 0.11150721573060794 valid acc 15/16
Epoch 48 loss 0.07311253506448567 valid acc 15/16
Epoch 48 loss 0.17651540944371447 valid acc 14/16
Epoch 48 loss 0.01889505084560134 valid acc 16/16
Epoch 48 loss 0.13039660729479707 valid acc 15/16
Epoch 48 loss 0.23085761316827985 valid acc 16/16
Epoch 48 loss 0.002135021570401366 valid acc 16/16
Epoch 48 loss 0.2206664448916011 valid acc 16/16
Epoch 48 loss 0.10256925039020864 valid acc 16/16
Epoch 48 loss 0.042531243589356664 valid acc 15/16
Epoch 48 loss 0.08807179443831066 valid acc 16/16
Epoch 48 loss 0.19475786826161373 valid acc 16/16
Epoch 48 loss 0.018842152365232654 valid acc 15/16
Epoch 48 loss 0.07067170439179184 valid acc 15/16
Epoch 48 loss 0.03409228763520123 valid acc 16/16
Epoch 48 loss 0.030343857068745327 valid acc 16/16
Epoch 48 loss 0.013829731446846003 valid acc 16/16
Epoch 48 loss 0.3273457873254333 valid acc 16/16
Epoch 48 loss 0.023645220401336375 valid acc 16/16
Epoch 48 loss 0.033306687406994925 valid acc 16/16
Epoch 48 loss 0.3147084167079257 valid acc 15/16
Epoch 48 loss 0.36586620786901863 valid acc 16/16
Epoch 48 loss 0.18767318416726028 valid acc 16/16
Epoch 48 loss 0.05262225285020405 valid acc 16/16
Epoch 48 loss 0.01968466280856872 valid acc 16/16
Epoch 48 loss 0.01762422205255026 valid acc 16/16
Epoch 48 loss 0.14182107961948123 valid acc 16/16
Epoch 48 loss 0.09692494913981495 valid acc 16/16
Epoch 48 loss 0.05195431393553903 valid acc 16/16
Epoch 48 loss 0.039148595293085765 valid acc 16/16
Epoch 48 loss 0.031822299524576596 valid acc 16/16
Epoch 48 loss 0.08889854517926155 valid acc 16/16
Epoch 48 loss 0.030216157367864867 valid acc 16/16
Epoch 48 loss 0.07656947320872069 valid acc 16/16
Epoch 48 loss 0.23009131947477457 valid acc 16/16
Epoch 48 loss 0.19231315547752487 valid acc 16/16
Epoch 48 loss 0.008685793622752973 valid acc 16/16
Epoch 48 loss 0.1515685460449204 valid acc 15/16
Epoch 48 loss 0.024068038948485915 valid acc 15/16
Epoch 48 loss 0.023105461503566724 valid acc 16/16
Epoch 48 loss 0.030511199763803135 valid acc 15/16
Epoch 48 loss 0.13914576672939133 valid acc 16/16
Epoch 48 loss 0.29794690974130855 valid acc 15/16
Epoch 48 loss 0.05845879974180383 valid acc 15/16
Epoch 48 loss 0.016275128791948874 valid acc 15/16
Epoch 48 loss 0.16396239112255878 valid acc 15/16
Epoch 48 loss 0.2259522570357823 valid acc 16/16