deviation 1/5   epoch 1/120   F1 0.4267077318471649   accuracy 0.6604984894259819   precision 0.5029026120937885   recall 0.5228118827885455

update

deviation 1/5   epoch 1/120   F1 0.48863825610607364   accuracy 0.6706948640483383   precision 0.5302293294940353   recall 0.6016952084414462

update

deviation 1/5   epoch 2/120   F1 0.5563473345368637   accuracy 0.6808912386706949   precision 0.5669734677087618   recall 0.6250457521045968

update

deviation 1/5   epoch 3/120   F1 0.6079854919101991   accuracy 0.7039274924471299   precision 0.6061985808309338   recall 0.6647305138481785

update

deviation 1/5   epoch 4/120   F1 0.6373787793968011   accuracy 0.7209214501510574   precision 0.6309106334841629   recall 0.6905210902794732

update

deviation 1/5   epoch 5/120   F1 0.6785452153804711   accuracy 0.7379154078549849   precision 0.6690353763883176   recall 0.7068620510642314

update

deviation 1/5   epoch 6/120   F1 0.6838281620460569   accuracy 0.7488670694864048   precision 0.6723853352529823   recall 0.7273055875490603

update

deviation 1/5   epoch 7/120   F1 0.6890675426463808   accuracy 0.7537764350453172   precision 0.6769179350061703   recall 0.7354064039408867

update

deviation 1/5   epoch 8/120   F1 0.698707270037898   accuracy 0.7643504531722054   precision 0.6848364870423694   recall 0.7554614324089999

update

deviation 1/5   epoch 9/120   F1 0.7092512707345147   accuracy 0.7692598187311178   precision 0.6950766145619087   recall 0.7578887666274392

update

deviation 1/5   epoch 10/120   F1 0.7133901174337852   accuracy 0.7700151057401813   precision 0.699637494858083   recall 0.7554966862358485

update

deviation 1/5   epoch 11/120   F1 0.7102461707138972   accuracy 0.7711480362537765   precision 0.6956345125462773   recall 0.7623759133022319

deviation 1/5   epoch 12/120   F1 0.7155104550848927   accuracy 0.7715256797583081   precision 0.7016248457424927   recall 0.7574201039704911

update

deviation 1/5   epoch 13/120   F1 0.7226057421831883   accuracy 0.7749244712990937   precision 0.7090214932126697   recall 0.7592217067610438

update

deviation 1/5   epoch 14/120   F1 0.7246333543020875   accuracy 0.7775679758308157   precision 0.7104303784450843   recall 0.7642662325135383

update

deviation 1/5   epoch 15/120   F1 0.7229103704649612   accuracy 0.777190332326284   precision 0.7084353146853146   recall 0.765162813820532

deviation 1/5   epoch 16/120   F1 0.7213943102392089   accuracy 0.7768126888217523   precision 0.7067256273138626   recall 0.7658539750555253

deviation 1/5   epoch 17/120   F1 0.726182786560145   accuracy 0.7794561933534743   precision 0.711559029206088   recall 0.7678645833333333

update

deviation 1/5   epoch 18/120   F1 0.7236473183065253   accuracy 0.7802114803625377   precision 0.7081293706293706   recall 0.7733870286881785

deviation 1/5   epoch 19/120   F1 0.7289520646968464   accuracy 0.7809667673716012   precision 0.7144025092554505   recall 0.7689434984520124

update

deviation 1/5   epoch 20/120   F1 0.7284500784224861   accuracy 0.7820996978851964   precision 0.7132532908268202   recall 0.7729222242238339

deviation 1/5   epoch 21/120   F1 0.7265675832988986   accuracy 0.7805891238670695   precision 0.7115513163307281   recall 0.7707440319753358

deviation 1/5   epoch 22/120   F1 0.7327754943287537   accuracy 0.7824773413897281   precision 0.7186728712464007   recall 0.7687845836374956

update

deviation 1/5   epoch 23/120   F1 0.7305958308499996   accuracy 0.7843655589123867   precision 0.7149501234060058   recall 0.7771070261133276

deviation 1/5   epoch 24/120   F1 0.7314982972784689   accuracy 0.7843655589123867   precision 0.716091628959276   recall 0.7758902524587339

deviation 1/5   epoch 25/120   F1 0.7316179159935523   accuracy 0.7828549848942599   precision 0.7169580419580419   recall 0.771211715826763

deviation 1/5   epoch 26/120   F1 0.7353267013714029   accuracy 0.7836102719033232   precision 0.7215189222542164   recall 0.769044587578366

update

deviation 1/5   epoch 27/120   F1 0.7337759807529927   accuracy 0.783987915407855   precision 0.7192333401892226   recall 0.7718861096497521

deviation 1/5   epoch 28/120   F1 0.7333440372044024   accuracy 0.783987915407855   precision 0.7186625874125874   recall 0.7724081494079476

deviation 1/5   epoch 29/120   F1 0.7340600975972801   accuracy 0.7847432024169184   precision 0.7192281982723159   recall 0.773736148028301

deviation 1/5   epoch 30/120   F1 0.7390219655756416   accuracy 0.7866314199395771   precision 0.7249228712464006   recall 0.7731788350883328

update

deviation 1/5   epoch 31/120   F1 0.7362854304980122   accuracy 0.7866314199395771   precision 0.7212129781982723   recall 0.7765306638963143

deviation 1/5   epoch 32/120   F1 0.7388687555753791   accuracy 0.7862537764350453   precision 0.7249254422048539   recall 0.7723076444223107

deviation 1/5   epoch 33/120   F1 0.7399956963998087   accuracy 0.7870090634441088   precision 0.7260618058412176   recall 0.7731028099502117

update

deviation 1/5   epoch 34/120   F1 0.7405100327741707   accuracy 0.7877643504531722   precision 0.7263420403126286   recall 0.7746081504702195

update

deviation 1/5   epoch 35/120   F1 0.7375083821685764   accuracy 0.7881419939577039   precision 0.7220588235294118   recall 0.7795176433942954

deviation 1/5   epoch 36/120   F1 0.739478851265619   accuracy 0.7877643504531722   precision 0.7249151583710407   recall 0.7758497824304724

deviation 1/5   epoch 37/120   F1 0.7411648401673477   accuracy 0.7873867069486404   precision 0.727486116824352   recall 0.7728112900826376

update

deviation 1/5   epoch 38/120   F1 0.7398129023245004   accuracy 0.7851208459214502   precision 0.726930789798437   recall 0.7682775415921068

deviation 1/5   epoch 39/120   F1 0.7417248931790807   accuracy 0.7877643504531722   precision 0.728054298642534   recall 0.7732085932085933

update

deviation 1/5   epoch 40/120   F1 0.7397811528048702   accuracy 0.7885196374622356   precision 0.7249100164541341   recall 0.7776795548544166

deviation 1/5   epoch 41/120   F1 0.743595981968075   accuracy 0.790785498489426   precision 0.7288898601398601   recall 0.7795013311231667

update

deviation 1/5   epoch 42/120   F1 0.7429819858648081   accuracy 0.790785498489426   precision 0.7280337309749074   recall 0.780290605259083

deviation 1/5   epoch 43/120   F1 0.7399316162491261   accuracy 0.7888972809667674   precision 0.7249074454956808   recall 0.7786095954380385

deviation 1/5   epoch 44/120   F1 0.743401912292225   accuracy 0.7888972809667674   precision 0.7297588440970795   recall 0.774398093242294

deviation 1/5   epoch 45/120   F1 0.7437238010023628   accuracy 0.7873867069486404   precision 0.7311960098724805   recall 0.7700936719791256

update

deviation 1/5   epoch 46/120   F1 0.7436344273404976   accuracy 0.7885196374622356   precision 0.7303321678321678   recall 0.7731235900249984

deviation 1/5   epoch 47/120   F1 0.7443832999663498   accuracy 0.7854984894259819   precision 0.7334918757712875   recall 0.7649615040129769

update

deviation 1/5   epoch 48/120   F1 0.7424549441183345   accuracy 0.7862537764350453   precision 0.7300622171945701   recall 0.768507627494989

deviation 1/5   epoch 49/120   F1 0.7427188360095709   accuracy 0.7877643504531722   precision 0.7294811805841217   recall 0.7721145052130968

deviation 1/5   epoch 50/120   F1 0.7435239598141121   accuracy 0.7896525679758308   precision 0.7294683257918553   recall 0.776342076033237

deviation 1/5   epoch 51/120   F1 0.7437238010023628   accuracy 0.7873867069486404   precision 0.7311960098724805   recall 0.7700936719791256

deviation 1/5   epoch 52/120   F1 0.7447454232994534   accuracy 0.7892749244712991   precision 0.7314685314685314   recall 0.7739174219536757

update

deviation 1/5   epoch 53/120   F1 0.7428743677029551   accuracy 0.7900302114803626   precision 0.7283242492801316   recall 0.7782071242626536

deviation 1/5   epoch 54/120   F1 0.7433637909760896   accuracy 0.7892749244712991   precision 0.7294708967503085   recall 0.7754783950617283

deviation 1/5   epoch 55/120   F1 0.7457127279936558   accuracy 0.7892749244712991   precision 0.7328954134101193   recall 0.7728787112010796

update

deviation 1/5   epoch 56/120   F1 0.7457742939272948   accuracy 0.7881419939577039   precision 0.733759255450432   recall 0.7699599987232846

update

deviation 1/5   epoch 57/120   F1 0.746717072177778   accuracy 0.7877643504531722   precision 0.7354740847387906   recall 0.768181059547966

update

deviation 1/5   epoch 58/120   F1 0.7492447605874545   accuracy 0.7888972809667674   precision 0.7386055121349239   recall 0.7686009283008766

update

deviation 1/5   epoch 59/120   F1 0.7408584088344878   accuracy 0.7843655589123867   precision 0.7289335664335664   recall 0.7653940294837549

deviation 1/5   epoch 60/120   F1 0.74482579857885   accuracy 0.7881419939577039   precision 0.7323323735088441   recall 0.7708939894346908

deviation 1/5   epoch 61/120   F1 0.7428434280513758   accuracy 0.7885196374622356   precision 0.7291906622788975   recall 0.7740019917134884

deviation 1/5   epoch 62/120   F1 0.7435814378134598   accuracy 0.7866314199395771   precision 0.7314865281777047   recall 0.7683535815273881

deviation 1/5   epoch 63/120   F1 0.7425213726970672   accuracy 0.7877643504531722   precision 0.7291958041958042   recall 0.7723282063814514

deviation 1/5   epoch 64/120   F1 0.7428134059792806   accuracy 0.7866314199395771   precision 0.7303450226244343   recall 0.7690995100523736

deviation 1/5   epoch 65/120   F1 0.7432402482269505   accuracy 0.7885196374622356   precision 0.7297614150555327   recall 0.7735576452150064

deviation 1/5   epoch 66/120   F1 0.7463520253726961   accuracy 0.7911631419939577   precision 0.7325971822295352   recall 0.7772175898086049

deviation 1/5   epoch 67/120   F1 0.7469843737491382   accuracy 0.7904078549848943   precision 0.7340292060880296   recall 0.7744769016566821

deviation 1/5   epoch 68/120   F1 0.7451608377040868   accuracy 0.7888972809667674   precision 0.7323272315919375   recall 0.7724807717966752

deviation 1/5   epoch 69/120   F1 0.7469115341363175   accuracy 0.7870090634441088   precision 0.7363353558206499   recall 0.7662802452935673

deviation 1/5   epoch 70/120   F1 0.7475355758216583   accuracy 0.790785498489426   precision 0.7345973879062114   recall 0.7748728793136688

deviation 1/5   epoch 71/120   F1 0.7472967926642048   accuracy 0.7915407854984894   precision 0.7337361168243521   recall 0.7771599292726054

deviation 1/5   epoch 72/120   F1 0.7488793146746824   accuracy 0.7896525679758308   precision 0.7374588646647471   recall 0.7706882163348712

deviation 1/5   epoch 73/120   F1 0.7499487378724599   accuracy 0.7885196374622356   precision 0.740034965034965   recall 0.7671817765567766

update

deviation 1/5   epoch 74/120   F1 0.749922902625157   accuracy 0.7922960725075529   precision 0.7371554915672562   recall 0.7762499438479853

deviation 1/5   epoch 75/120   F1 0.7540370212568326   accuracy 0.7915407854984894   precision 0.744295043192102   recall 0.7705462973244613

update

deviation 1/5   epoch 76/120   F1 0.7515655618416437   accuracy 0.793429003021148   precision 0.7388600370218017   recall 0.7774322578044339

deviation 1/5   epoch 77/120   F1 0.7508195164564754   accuracy 0.793429003021148   precision 0.7377185314685315   recall 0.7782568134369063

deviation 1/5   epoch 78/120   F1 0.7504709505674837   accuracy 0.7926737160120846   precision 0.7377236733854381   recall 0.7766443945963615

deviation 1/5   epoch 79/120   F1 0.7507464013858285   accuracy 0.7949395770392749   precision 0.7365667420814479   recall 0.7825286800462105

deviation 1/5   epoch 80/120   F1 0.758595265569213   accuracy 0.7972054380664653   precision 0.747110242698478   recall 0.7796608258513724

update

deviation 1/5   epoch 81/120   F1 0.7530249379507588   accuracy 0.7941842900302115   precision 0.7405671534348005   recall 0.7778221906507314

deviation 1/5   epoch 82/120   F1 0.7548369287449813   accuracy 0.7953172205438066   precision 0.7425570752776636   recall 0.7788071681028879

deviation 1/5   epoch 83/120   F1 0.7548024877003938   accuracy 0.793429003021148   precision 0.7439968120115179   recall 0.7741875023022302

deviation 1/5   epoch 84/120   F1 0.7533895529719994   accuracy 0.7938066465256798   precision 0.7414258535582066   recall 0.7764774119087997

deviation 1/5   epoch 85/120   F1 0.7553501266935633   accuracy 0.7941842900302115   precision 0.7442770464829289   recall 0.7754717664923477

deviation 1/5   epoch 86/120   F1 0.749922902625157   accuracy 0.7922960725075529   precision 0.7371554915672562   recall 0.7762499438479853

deviation 1/5   epoch 87/120   F1 0.7510401283150544   accuracy 0.7919184290030211   precision 0.7391556972439326   recall 0.7741312940431065

deviation 1/5   epoch 88/120   F1 0.751166568357035   accuracy 0.7941842900302115   precision 0.7377133895516248   recall 0.779903460687627

deviation 1/5   epoch 89/120   F1 0.7550069662138628   accuracy 0.7945619335347432   precision 0.7434183463595229   recall 0.7767255892255892

deviation 1/5   epoch 90/120   F1 0.7524549818842918   accuracy 0.7949395770392749   precision 0.739135129576306   recall 0.7804652912367034

deviation 1/5   epoch 91/120   F1 0.752847895987045   accuracy 0.7885196374622356   precision 0.7448863636363636   recall 0.7651141300868675

deviation 1/5   epoch 92/120   F1 0.7551503246871247   accuracy 0.793429003021148   precision 0.744567564788153   recall 0.7738714824808708

deviation 1/5   epoch 93/120   F1 0.7550771968256766   accuracy 0.7919184290030211   precision 0.7457193541752365   recall 0.7705424365237243

deviation 1/5   epoch 94/120   F1 0.7542667479509585   accuracy 0.7930513595166163   precision 0.7434286301933362   recall 0.7737892825335138

deviation 1/5   epoch 95/120   F1 0.751734818316228   accuracy 0.7900302114803626   precision 0.7417369395310571   recall 0.7690762362637362

deviation 1/5   epoch 96/120   F1 0.7519367571201347   accuracy 0.7854984894259819   precision 0.7460484368572604   recall 0.7600490735532677

deviation 1/5   epoch 97/120   F1 0.7501410254663379   accuracy 0.790785498489426   precision 0.7385926573426573   recall 0.7722293927838075

deviation 1/5   epoch 98/120   F1 0.7423490559018298   accuracy 0.7753021148036254   precision 0.7384126902509256   recall 0.74729344045569

deviation 1/5   epoch 99/120   F1 0.746142579305435   accuracy 0.7828549848942599   precision 0.7383612710818593   recall 0.7582522230044839

deviation 1/5   epoch 100/120   F1 0.7506444174910193   accuracy 0.7854984894259819   precision 0.7437654257507198   recall 0.7606848768953713

deviation 1/5   epoch 101/120   F1 0.7470077730987533   accuracy 0.7832326283987915   precision 0.7395002056766763   recall 0.7584773156716231

deviation 1/5   epoch 102/120   F1 0.7458225222604197   accuracy 0.7802114803625377   precision 0.740091526120938   recall 0.7537532029596298

deviation 1/5   epoch 103/120   F1 0.7452070935889619   accuracy 0.7881419939577039   precision 0.7329031262854793   recall 0.7705133976396146

deviation 1/5   epoch 104/120   F1 0.7404620334626738   accuracy 0.7768126888217523   precision 0.7338363842040313   recall 0.7502546831782535

deviation 1/5   epoch 105/120   F1 0.7437680037514793   accuracy 0.7790785498489426   precision 0.7375308515014398   recall 0.7526983736251713

deviation 1/5   epoch 106/120   F1 0.7456006140633494   accuracy 0.7820996978851964   precision 0.7380810366104484   recall 0.7571449397602907

deviation 1/5   epoch 107/120   F1 0.744872329850655   accuracy 0.7809667673716012   precision 0.7378033730974908   recall 0.7554658240993405

deviation 1/5   epoch 108/120   F1 0.740865480606551   accuracy 0.7749244712990937   precision 0.7361322501028383   recall 0.7471104175634955

deviation 1/5   epoch 109/120   F1 0.7450859784333541   accuracy 0.7760574018126888   precision 0.7426881941587824   recall 0.7478341488708826

deviation 1/5   epoch 110/120   F1 0.7460178908815576   accuracy 0.7858761329305136   precision 0.7357723159193748   recall 0.7644823068731339

deviation 1/5   epoch 111/120   F1 0.7448535388186353   accuracy 0.7805891238670695   precision 0.7380913204442616   recall 0.7548083702546556

deviation 1/5   epoch 112/120   F1 0.7491550218109995   accuracy 0.7832326283987915   precision 0.7432100987248047   recall 0.7574206504702194

deviation 1/5   epoch 113/120   F1 0.744055846083796   accuracy 0.7832326283987915   precision 0.7346488070752777   recall 0.7603015161367603

deviation 1/5   epoch 114/120   F1 0.7414918979467955   accuracy 0.773036253776435   precision 0.7389988687782805   recall 0.7443745625536026

deviation 1/5   epoch 115/120   F1 0.7438073530571159   accuracy 0.7715256797583081   precision 0.7450020567667626   recall 0.7426923427097241

deviation 1/5   epoch 116/120   F1 0.7457931022899441   accuracy 0.779833836858006   precision 0.7403794734677087   recall 0.7531504023079146

deviation 1/5   epoch 117/120   F1 0.7481626574286917   accuracy 0.7870090634441088   precision 0.7383329905388729   recall 0.7652873168498169

deviation 1/5   epoch 118/120   F1 0.7428871315698602   accuracy 0.7854984894259819   precision 0.731208864664747   recall 0.7662610472087756

deviation 1/5   epoch 119/120   F1 0.7470292615382385   accuracy 0.7760574018126888   precision 0.7463980872069107   recall 0.7476832753250328

deviation 1/5   epoch 120/120   F1 0.7389421149942464   accuracy 0.7696374622356495   precision 0.7375951254627726   recall 0.7404011237708756


deviation 2/5   epoch 1/120   F1 0.4201946551931772   accuracy 0.6676737160120846   precision 0.5054221513780337   recall 0.5850574712643678

update

deviation 2/5   epoch 2/120   F1 0.41991878249878556   accuracy 0.6718277945619335   precision 0.5079622583299054   recall 0.7051842650103519

deviation 2/5   epoch 3/120   F1 0.43819470759125934   accuracy 0.675226586102719   precision 0.5153589058000823   recall 0.691474358974359

update

deviation 2/5   epoch 4/120   F1 0.4649134790528233   accuracy 0.6782477341389728   precision 0.5256118881118881   recall 0.6626502089864159

update

deviation 2/5   epoch 5/120   F1 0.519091188056187   accuracy 0.6933534743202417   precision 0.5537613122171946   recall 0.694305838188424

update

deviation 2/5   epoch 6/120   F1 0.583701683126261   accuracy 0.7137462235649547   precision 0.5930044220485396   recall 0.7128943032015066

update

deviation 2/5   epoch 7/120   F1 0.6126460628793994   accuracy 0.725453172205438   precision 0.6134718222953517   recall 0.7255429887665426

update

deviation 2/5   epoch 8/120   F1 0.6498400878369758   accuracy 0.7420694864048338   precision 0.64218171534348   recall 0.7415634817761597

update

deviation 2/5   epoch 9/120   F1 0.6693545869635231   accuracy 0.7522658610271903   precision 0.6583787535993418   recall 0.7527167781820867

update

deviation 2/5   epoch 10/120   F1 0.6763809269335406   accuracy 0.756797583081571   precision 0.664340806252571   recall 0.7594237012987013

update

deviation 2/5   epoch 11/120   F1 0.6939932727527036   accuracy 0.7666163141993958   precision 0.6796842863019333   recall 0.7695177679656017

update

deviation 2/5   epoch 12/120   F1 0.6982454567192731   accuracy 0.7696374622356495   precision 0.6833736116824352   recall 0.7741582103321033

update

deviation 2/5   epoch 13/120   F1 0.7099484411073183   accuracy 0.7741691842900302   precision 0.6944724393253805   recall 0.7726397854694478

update

deviation 2/5   epoch 14/120   F1 0.7087779512331942   accuracy 0.7749244712990937   precision 0.6930404154668861   recall 0.7771042540863513

deviation 2/5   epoch 15/120   F1 0.7097697535645484   accuracy 0.774546827794562   precision 0.6941844919786097   recall 0.7742240137529532

deviation 2/5   epoch 16/120   F1 0.7076384963256077   accuracy 0.7734138972809668   precision 0.6921945701357466   recall 0.7734228698501873

deviation 2/5   epoch 17/120   F1 0.7124128322612966   accuracy 0.775679758308157   precision 0.6967451665981078   recall 0.7742444712822039

update

deviation 2/5   epoch 18/120   F1 0.7149630022754756   accuracy 0.7775679758308157   precision 0.6990153229123818   recall 0.7770130089723529

update

deviation 2/5   epoch 19/120   F1 0.713040922783043   accuracy 0.777190332326284   precision 0.6970202591526121   recall 0.7786370842241517

deviation 2/5   epoch 20/120   F1 0.711536649707933   accuracy 0.7764350453172205   precision 0.6955985191279309   recall 0.7782654494382022

deviation 2/5   epoch 21/120   F1 0.7208473749922659   accuracy 0.7805891238670695   precision 0.7047022830111065   recall 0.778635013538755

update

deviation 2/5   epoch 22/120   F1 0.7221652228023819   accuracy 0.7817220543806647   precision 0.7058360756890169   recall 0.7805619509186545

update

deviation 2/5   epoch 23/120   F1 0.7250637618976987   accuracy 0.7832326283987915   precision 0.7086795557383793   recall 0.781369269434093

update

deviation 2/5   epoch 24/120   F1 0.7238419163069231   accuracy 0.7832326283987915   precision 0.7072526737967915   recall 0.7832700822264389

deviation 2/5   epoch 25/120   F1 0.726502986218398   accuracy 0.783987915407855   precision 0.7101012957630605   recall 0.7817780904009737

update

deviation 2/5   epoch 26/120   F1 0.7275770721284531   accuracy 0.7843655589123867   precision 0.7112402303578774   recall 0.7814435611701467

update

deviation 2/5   epoch 27/120   F1 0.7285362103053528   accuracy 0.7858761329305136   precision 0.7118006993006993   recall 0.7851952534387124

update

deviation 2/5   epoch 28/120   F1 0.7272187644075612   accuracy 0.783987915407855   precision 0.7109574249280132   recall 0.7806992337164751

deviation 2/5   epoch 29/120   F1 0.7301889860989685   accuracy 0.7858761329305136   precision 0.7137983340189222   recall 0.7826386381113013

update

deviation 2/5   epoch 30/120   F1 0.7263800947639163   accuracy 0.7843655589123867   precision 0.7098133484162896   recall 0.7832782719848379

deviation 2/5   epoch 31/120   F1 0.725049320835575   accuracy 0.783987915407855   precision 0.7083890374331551   recall 0.784041729306182

deviation 2/5   epoch 32/120   F1 0.7266228762339819   accuracy 0.7836102719033232   precision 0.7103892431098313   recall 0.7803097578165208

deviation 2/5   epoch 33/120   F1 0.7263842731872623   accuracy 0.7836102719033232   precision 0.7101038667215138   recall 0.7806659643320479

deviation 2/5   epoch 34/120   F1 0.7294710138409118   accuracy 0.7851208459214502   precision 0.7132327231591937   recall 0.7811665467439934

deviation 2/5   epoch 35/120   F1 0.7307811966733129   accuracy 0.7862537764350453   precision 0.7143665158371041   recall 0.7830249522238402

update

deviation 2/5   epoch 36/120   F1 0.7282943306170195   accuracy 0.7851208459214502   precision 0.7118058412176059   recall 0.7829395365450117

deviation 2/5   epoch 37/120   F1 0.7362575647025389   accuracy 0.7888972809667674   precision 0.7200560468942823   recall 0.7836894241644605

update

deviation 2/5   epoch 38/120   F1 0.7337331592310223   accuracy 0.7881419939577039   precision 0.7172074249280131   recall 0.7849489066727826

deviation 2/5   epoch 39/120   F1 0.7308853855329582   accuracy 0.7858761329305136   precision 0.7146544631838749   recall 0.7815997409708701

deviation 2/5   epoch 40/120   F1 0.7281725449515908   accuracy 0.7847432024169184   precision 0.7118084121760593   recall 0.7818315544608648

deviation 2/5   epoch 41/120   F1 0.7280565865931721   accuracy 0.7851208459214502   precision 0.7115204648292883   recall 0.783305570262092

deviation 2/5   epoch 42/120   F1 0.7303145965032998   accuracy 0.7862537764350453   precision 0.713795763060469   recall 0.7837353241232006

deviation 2/5   epoch 43/120   F1 0.7375623167573611   accuracy 0.7900302114803626   precision 0.7211898395721925   recall 0.7855009557183816

update

deviation 2/5   epoch 44/120   F1 0.7294854639173959   accuracy 0.7858761329305136   precision 0.7129422048539695   recall 0.7837111678773985

deviation 2/5   epoch 45/120   F1 0.7320924147684643   accuracy 0.7873867069486404   precision 0.7155003085150144   recall 0.784888626428016

deviation 2/5   epoch 46/120   F1 0.7297314385462018   accuracy 0.7866314199395771   precision 0.7129370629370629   recall 0.7859611492099936

deviation 2/5   epoch 47/120   F1 0.7361190596180731   accuracy 0.7885196374622356   precision 0.7200586178527355   recall 0.7826563635162802

deviation 2/5   epoch 48/120   F1 0.7334683967223649   accuracy 0.7873867069486404   precision 0.7172125668449199   recall 0.7828094834418022

deviation 2/5   epoch 49/120   F1 0.7344570447101999   accuracy 0.7870090634441088   precision 0.718642019744961   recall 0.7801568084861064

deviation 2/5   epoch 50/120   F1 0.7321241437776725   accuracy 0.7854984894259819   precision 0.7163692924722337   recall 0.7785956177606816

deviation 2/5   epoch 51/120   F1 0.7350388113550428   accuracy 0.7873867069486404   precision 0.7192102015631427   recall 0.7805458970935776

deviation 2/5   epoch 52/120   F1 0.7386607706437129   accuracy 0.7900302114803626   precision 0.7226167215137804   recall 0.7838806762857395

update

deviation 2/5   epoch 53/120   F1 0.7370614915480085   accuracy 0.7892749244712991   precision 0.7209096051007816   recall 0.7837494220989367

deviation 2/5   epoch 54/120   F1 0.7366182963140423   accuracy 0.7892749244712991   precision 0.7203388523241465   recall 0.7844025432728046

deviation 2/5   epoch 55/120   F1 0.7339208825374559   accuracy 0.7873867069486404   precision 0.717783319621555   recall 0.7821453760303498

deviation 2/5   epoch 56/120   F1 0.7374355487563035   accuracy 0.7885196374622356   precision 0.7217708761826409   recall 0.7807942708333333

deviation 2/5   epoch 57/120   F1 0.7396588323847058   accuracy 0.7892749244712991   precision 0.7243341217605923   recall 0.7801115862192944

update

deviation 2/5   epoch 58/120   F1 0.7346791431690012   accuracy 0.7870090634441088   precision 0.7189273961332785   recall 0.7798467241560627

deviation 2/5   epoch 59/120   F1 0.737723789072107   accuracy 0.7881419939577039   precision 0.7223441999177294   recall 0.7792280490472496

deviation 2/5   epoch 60/120   F1 0.7415250773138478   accuracy 0.790785498489426   precision 0.7260360962566845   recall 0.7822367322829591

update

deviation 2/5   epoch 61/120   F1 0.7455986770365397   accuracy 0.790785498489426   precision 0.7317436240230357   recall 0.7770541082164328

update

deviation 2/5   epoch 62/120   F1 0.7428764424430059   accuracy 0.7915407854984894   precision 0.7274578362813657   recall 0.7827231823294816

deviation 2/5   epoch 63/120   F1 0.7383732789393167   accuracy 0.7892749244712991   precision 0.7226218634306869   recall 0.7818717447916667

deviation 2/5   epoch 64/120   F1 0.7403802544199022   accuracy 0.7900302114803626   precision 0.7248997326203208   recall 0.7814620569828987

deviation 2/5   epoch 65/120   F1 0.7414002110273465   accuracy 0.7915407854984894   precision 0.7254602015631428   recall 0.784795224780221

deviation 2/5   epoch 66/120   F1 0.7425149500545357   accuracy 0.7911631419939577   precision 0.7271750308515015   recall 0.7820528166738088

deviation 2/5   epoch 67/120   F1 0.7428263794576088   accuracy 0.7904078549848943   precision 0.7280363019333607   recall 0.7793714088181356

deviation 2/5   epoch 68/120   F1 0.7436410458309399   accuracy 0.7904078549848943   precision 0.7291778074866311   recall 0.7783466444757913

deviation 2/5   epoch 69/120   F1 0.7373638971717718   accuracy 0.7877643504531722   precision 0.7220613944878651   recall 0.7785506965944272

deviation 2/5   epoch 70/120   F1 0.7411187948846474   accuracy 0.7919184290030211   precision 0.7248868778280544   recall 0.7864330534941693

deviation 2/5   epoch 71/120   F1 0.7422081752656038   accuracy 0.7904078549848943   precision 0.7271801727684081   recall 0.7801704218932684

deviation 2/5   epoch 72/120   F1 0.7325254421226708   accuracy 0.7847432024169184   precision 0.717230563554093   recall 0.7756962231829676

deviation 2/5   epoch 73/120   F1 0.7410065953945999   accuracy 0.7870090634441088   precision 0.7274886877828055   recall 0.771967247378192

deviation 2/5   epoch 74/120   F1 0.7389677505956577   accuracy 0.7870090634441088   precision 0.7246349238996298   recall 0.7743055555555556

deviation 2/5   epoch 75/120   F1 0.7382818130030133   accuracy 0.7873867069486404   precision 0.7234908473879063   recall 0.7762353954306078

deviation 2/5   epoch 76/120   F1 0.7406524903804275   accuracy 0.7896525679758308   precision 0.7254730563554093   recall 0.7799397028393771

deviation 2/5   epoch 77/120   F1 0.7364292491190024   accuracy 0.7870090634441088   precision 0.721210407239819   recall 0.7774832301341589

deviation 2/5   epoch 78/120   F1 0.7473837368912315   accuracy 0.7900302114803626   precision 0.7348879062114356   recall 0.77308106169297

update

deviation 2/5   epoch 79/120   F1 0.7397811528048702   accuracy 0.7885196374622356   precision 0.7249100164541341   recall 0.7776795548544166

deviation 2/5   epoch 80/120   F1 0.7416821211054163   accuracy 0.7881419939577039   precision 0.7277663512957631   recall 0.7742924373130227

deviation 2/5   epoch 81/120   F1 0.7455643643044636   accuracy 0.7911631419939577   precision 0.731455676676265   recall 0.778151496122109

deviation 2/5   epoch 82/120   F1 0.7455643643044636   accuracy 0.7911631419939577   precision 0.731455676676265   recall 0.778151496122109

deviation 2/5   epoch 83/120   F1 0.7364223587437098   accuracy 0.7858761329305136   precision 0.721788872891814   recall 0.774131749561277

deviation 2/5   epoch 84/120   F1 0.742084325637446   accuracy 0.7881419939577039   precision 0.7283371040723983   recall 0.7738318311698222

deviation 2/5   epoch 85/120   F1 0.7412159571834278   accuracy 0.7847432024169184   precision 0.7292163718634307   recall 0.7659761398316841

deviation 2/5   epoch 86/120   F1 0.7432649168002066   accuracy 0.7854984894259819   precision 0.7317796174413822   recall 0.7659231488500644

deviation 2/5   epoch 87/120   F1 0.7454942328216252   accuracy 0.7896525679758308   precision 0.7323220896750309   recall 0.7741012895324544

deviation 2/5   epoch 88/120   F1 0.7446576621094823   accuracy 0.7877643504531722   precision 0.7323349444672974   recall 0.7701129842180774

deviation 2/5   epoch 89/120   F1 0.7452983810878548   accuracy 0.7854984894259819   precision 0.7349187577128753   recall 0.7642180505916236

deviation 2/5   epoch 90/120   F1 0.7388983606806496   accuracy 0.7843655589123867   precision 0.7260798025503907   recall 0.7672715046103695

deviation 2/5   epoch 91/120   F1 0.7440256274736955   accuracy 0.7851208459214502   precision 0.7332090703414232   recall 0.7644024172786013

deviation 2/5   epoch 92/120   F1 0.7428807167287773   accuracy 0.7881419939577039   precision 0.7294786096256685   recall 0.772942090243233

deviation 2/5   epoch 93/120   F1 0.7414062499999999   accuracy 0.7870090634441088   precision 0.7280594405594405   recall 0.7715312469389755

deviation 2/5   epoch 94/120   F1 0.7392956156548016   accuracy 0.7843655589123867   precision 0.7266505553270259   recall 0.7668771621256509

deviation 2/5   epoch 95/120   F1 0.7392275724504873   accuracy 0.7866314199395771   precision 0.7252082476347181   recall 0.7729407805719333

deviation 2/5   epoch 96/120   F1 0.7414800081931281   accuracy 0.7881419939577039   precision 0.7274809749074456   recall 0.7745267468963672

deviation 2/5   epoch 97/120   F1 0.7443832999663498   accuracy 0.7854984894259819   precision 0.7334918757712875   recall 0.7649615040129769

deviation 2/5   epoch 98/120   F1 0.7413181675101217   accuracy 0.7858761329305136   precision 0.7286379062114356   recall 0.7686836597426945

deviation 2/5   epoch 99/120   F1 0.7407637217023928   accuracy 0.7854984894259819   precision 0.7280697243932538   recall 0.7682816185810197

deviation 2/5   epoch 100/120   F1 0.7377112750263435   accuracy 0.7870090634441088   precision 0.7229226655697244   recall 0.7758414455684928

deviation 2/5   epoch 101/120   F1 0.747093114164946   accuracy 0.7866314199395771   precision 0.7369086795557384   recall 0.7652949148785022

deviation 2/5   epoch 102/120   F1 0.7363076920934228   accuracy 0.783987915407855   precision 0.7226578568490334   recall 0.7689905361796232

deviation 2/5   epoch 103/120   F1 0.7402772388387224   accuracy 0.7843655589123867   precision 0.7280774372686137   recall 0.765932835569225

deviation 2/5   epoch 104/120   F1 0.7443708643097754   accuracy 0.7858761329305136   precision 0.7332039284245166   recall 0.7658378558182712

deviation 2/5   epoch 105/120   F1 0.7400478790279523   accuracy 0.7847432024169184   precision 0.7275041135335253   recall 0.7670872130751701

deviation 2/5   epoch 106/120   F1 0.7418348444964414   accuracy 0.783987915407855   precision 0.7306483957219251   recall 0.7636485195797517

deviation 2/5   epoch 107/120   F1 0.7383604965622874   accuracy 0.7817220543806647   precision 0.7269539284245166   recall 0.7613610457284126

deviation 2/5   epoch 108/120   F1 0.7460117589886082   accuracy 0.7843655589123867   precision 0.7369241053064582   recall 0.7612906175505103

deviation 2/5   epoch 109/120   F1 0.7410998067595755   accuracy 0.7836102719033232   precision 0.7297948375154257   recall 0.7634014447428232

deviation 2/5   epoch 110/120   F1 0.7427926547664109   accuracy 0.7802114803625377   precision 0.7349547511312218   recall 0.7551632673004705

deviation 2/5   epoch 111/120   F1 0.7401410326506008   accuracy 0.7779456193353474   precision 0.7324017893870836   recall 0.7523907246862392

deviation 2/5   epoch 112/120   F1 0.7394576954928214   accuracy 0.7824773413897281   precision 0.7280902920608803   recall 0.7621783278366845

deviation 2/5   epoch 113/120   F1 0.7358710680880354   accuracy 0.7790785498489426   precision 0.7249742904154668   recall 0.7573995456841836

deviation 2/5   epoch 114/120   F1 0.7361547357490978   accuracy 0.7820996978851964   precision 0.7235268408062525   recall 0.7642533936651583

deviation 2/5   epoch 115/120   F1 0.7396092245505625   accuracy 0.7787009063444109   precision 0.730969765528589   recall 0.7540933299016017

deviation 2/5   epoch 116/120   F1 0.7415554592479953   accuracy 0.7813444108761329   precision 0.7320932743726861   recall 0.7581219785396344

deviation 2/5   epoch 117/120   F1 0.7343256524613966   accuracy 0.7805891238670695   precision 0.7218248663101605   recall 0.7622413197016842

deviation 2/5   epoch 118/120   F1 0.7436966127570945   accuracy 0.7820996978851964   precision 0.7349418963389551   recall 0.7582507603776985

deviation 2/5   epoch 119/120   F1 0.7382974852979178   accuracy 0.7843655589123867   precision 0.725223673385438   recall 0.7678812647782602

deviation 2/5   epoch 120/120   F1 0.7340646747381114   accuracy 0.7794561933534743   precision 0.722117955573838   recall 0.759741626305172



deviation 3/5   epoch 1/120   F1 0.479074443192651   accuracy 0.6570996978851964   precision 0.5194775812422872   recall 0.5567320652987868

update

deviation 3/5   epoch 2/120   F1 0.5145573845573407   accuracy 0.6680513595166163   precision 0.5402354997943233   recall 0.5947120134472903

update

deviation 3/5   epoch 3/120   F1 0.5509633101832456   accuracy 0.6790030211480362   precision 0.5632764294529   recall 0.6212300326570419

update

deviation 3/5   epoch 4/120   F1 0.5998351705276179   accuracy 0.7069486404833837   precision 0.6010412381735911   recall 0.6755488553880513

update

deviation 3/5   epoch 5/120   F1 0.6356711764859667   accuracy 0.7277190332326284   precision 0.6300082270670506   recall 0.7093464443954556

update

deviation 3/5   epoch 6/120   F1 0.6686842375364002   accuracy 0.7435800604229608   precision 0.6581525092554504   recall 0.7260020886318359

update

deviation 3/5   epoch 7/120   F1 0.6864346583737584   accuracy 0.7564199395770392   precision 0.6737607980255038   recall 0.7453820229512393

update

deviation 3/5   epoch 8/120   F1 0.6982082765984248   accuracy 0.7632175226586103   precision 0.6845588235294118   recall 0.7526006135028691

update

deviation 3/5   epoch 9/120   F1 0.6927361336737062   accuracy 0.7620845921450151   precision 0.679144385026738   recall 0.7556173077275812

deviation 3/5   epoch 10/120   F1 0.6985825259206555   accuracy 0.7651057401812689   precision 0.6845459687371452   recall 0.7579786087031526

update

deviation 3/5   epoch 11/120   F1 0.6995642195920683   accuracy 0.7673716012084593   precision 0.6851012957630604   recall 0.7641170967919441

update

deviation 3/5   epoch 12/120   F1 0.7050980805907181   accuracy 0.770392749244713   precision 0.6902175030851502   recall 0.7666745962233683

update

deviation 3/5   epoch 13/120   F1 0.7115057688490779   accuracy 0.7711480362537765   precision 0.6970613944878651   recall 0.7608492941833082

update

deviation 3/5   epoch 14/120   F1 0.7060823131807055   accuracy 0.7700151057401813   precision 0.6913615795968737   recall 0.764108330117671

deviation 3/5   epoch 15/120   F1 0.7165543802410144   accuracy 0.7734138972809668   precision 0.7021827437268613   recall 0.7616108289005765

update

deviation 3/5   epoch 16/120   F1 0.713865836791148   accuracy 0.7734138972809668   precision 0.6990436034553682   recall 0.7648467432950192

deviation 3/5   epoch 17/120   F1 0.718078857972088   accuracy 0.7753021148036254   precision 0.7033113944878651   recall 0.7653746932611842

update

deviation 3/5   epoch 18/120   F1 0.7161585154007458   accuracy 0.774546827794562   precision 0.7013189016865488   recall 0.765457100312138

deviation 3/5   epoch 19/120   F1 0.7118465038536541   accuracy 0.7734138972809668   precision 0.6967605923488277   recall 0.7674597405502125

deviation 3/5   epoch 20/120   F1 0.716864985412498   accuracy 0.7753021148036254   precision 0.7018845125462773   recall 0.7668887198942982

deviation 3/5   epoch 21/120   F1 0.7277019618531986   accuracy 0.7805891238670695   precision 0.7129781982723159   recall 0.7693442861474159

update

deviation 3/5   epoch 22/120   F1 0.7186570335741607   accuracy 0.7764350453172205   precision 0.7035890580008227   recall 0.7681067172264355

deviation 3/5   epoch 23/120   F1 0.7275704754173937   accuracy 0.7802114803625377   precision 0.7129807692307693   recall 0.7684030792757999

deviation 3/5   epoch 24/120   F1 0.718143374659027   accuracy 0.777190332326284   precision 0.7027277869189634   recall 0.7711700620383235

deviation 3/5   epoch 25/120   F1 0.7263116055683525   accuracy 0.779833836858006   precision 0.7115564582476347   recall 0.7688135950351465

deviation 3/5   epoch 26/120   F1 0.7249469600278755   accuracy 0.7805891238670695   precision 0.7095536816125051   recall 0.7728376599521158

deviation 3/5   epoch 27/120   F1 0.7254252823171848   accuracy 0.7813444108761329   precision 0.7098339160839161   recall 0.7745793645787338

deviation 3/5   epoch 28/120   F1 0.7248246603911037   accuracy 0.7802114803625377   precision 0.7095562525709584   recall 0.7718235176415661

deviation 3/5   epoch 29/120   F1 0.7283200097699032   accuracy 0.7817220543806647   precision 0.7132558617852736   recall 0.7719437149816897

update

deviation 3/5   epoch 30/120   F1 0.7265906268885933   accuracy 0.7813444108761329   precision 0.7112607980255039   recall 0.7730204876671138

deviation 3/5   epoch 31/120   F1 0.7307655502392345   accuracy 0.7817220543806647   precision 0.7163950020567668   recall 0.7689724153798957

update

deviation 3/5   epoch 32/120   F1 0.7312290856374892   accuracy 0.7836102719033232   precision 0.7160967708761826   recall 0.7739330476774777

update

deviation 3/5   epoch 33/120   F1 0.7324387585839736   accuracy 0.7851208459214502   precision 0.716942616207322   recall 0.7769767317815717

update

deviation 3/5   epoch 34/120   F1 0.7342014101131791   accuracy 0.7851208459214502   precision 0.7192256273138626   recall 0.7746766461230955

update

deviation 3/5   epoch 35/120   F1 0.7340600975972801   accuracy 0.7847432024169184   precision 0.7192281982723159   recall 0.773736148028301

deviation 3/5   epoch 36/120   F1 0.7341237629503088   accuracy 0.7854984894259819   precision 0.7189376799670917   recall 0.7759101100296781

deviation 3/5   epoch 37/120   F1 0.7361411277232374   accuracy 0.7862537764350453   precision 0.7212155491567256   recall 0.7755886092774623

update

deviation 3/5   epoch 38/120   F1 0.7356367841804734   accuracy 0.7866314199395771   precision 0.7203568490333196   recall 0.7773752745719105

deviation 3/5   epoch 39/120   F1 0.7326616956249806   accuracy 0.7851208459214502   precision 0.7172279925956396   recall 0.7766781140122878

deviation 3/5   epoch 40/120   F1 0.7354123651717019   accuracy 0.7843655589123867   precision 0.7212284039489922   recall 0.7710309295398011

deviation 3/5   epoch 41/120   F1 0.7346223582072638   accuracy 0.7862537764350453   precision 0.7192179144385027   recall 0.7775618489583334

deviation 3/5   epoch 42/120   F1 0.735710834535368   accuracy 0.7862537764350453   precision 0.7206447963800905   recall 0.7761370034910471

deviation 3/5   epoch 43/120   F1 0.7334639493432931   accuracy 0.7854984894259819   precision 0.718081550802139   recall 0.7767762460233298

deviation 3/5   epoch 44/120   F1 0.7344919786096258   accuracy 0.7847432024169184   precision 0.7197989510489511   recall 0.7732034205951529

deviation 3/5   epoch 45/120   F1 0.7354807287115361   accuracy 0.7873867069486404   precision 0.7197809543397778   recall 0.7799297605062483

deviation 3/5   epoch 46/120   F1 0.737204304695215   accuracy 0.7862537764350453   precision 0.7226424310983135   recall 0.7742696614979223

update

deviation 3/5   epoch 47/120   F1 0.73671543224161   accuracy 0.7877643504531722   precision 0.7212052653229124   recall 0.7794205044767686

deviation 3/5   epoch 48/120   F1 0.7400996306637784   accuracy 0.7877643504531722   precision 0.7257712875359934   recall 0.7750964071687463

update

deviation 3/5   epoch 49/120   F1 0.7361411277232374   accuracy 0.7862537764350453   precision 0.7212155491567256   recall 0.7755886092774623

deviation 3/5   epoch 50/120   F1 0.7344825409187683   accuracy 0.7858761329305136   precision 0.7192204853969559   recall 0.7765893434214421

deviation 3/5   epoch 51/120   F1 0.7313127231426764   accuracy 0.7851208459214502   precision 0.7155157342657343   recall 0.7785193060856637

deviation 3/5   epoch 52/120   F1 0.7375083821685764   accuracy 0.7881419939577039   precision 0.7220588235294118   recall 0.7795176433942954

deviation 3/5   epoch 53/120   F1 0.7444051070472792   accuracy 0.790785498489426   precision 0.7300313656931303   recall 0.7784891683266932

update

deviation 3/5   epoch 54/120   F1 0.7360603867818782   accuracy 0.7877643504531722   precision 0.7203491361579597   recall 0.78031908630637

deviation 3/5   epoch 55/120   F1 0.7386588201271085   accuracy 0.7888972809667674   precision 0.7231951871657754   recall 0.7802967502282291

deviation 3/5   epoch 56/120   F1 0.7394463704429953   accuracy 0.7892749244712991   precision 0.7240487453722748   recall 0.7803970462845284

deviation 3/5   epoch 57/120   F1 0.7365725831745249   accuracy 0.7873867069486404   precision 0.7212078362813656   recall 0.7784464589831029

deviation 3/5   epoch 58/120   F1 0.7394212366198265   accuracy 0.7881419939577039   precision 0.7246272110242699   recall 0.7770219764976319

deviation 3/5   epoch 59/120   F1 0.7380127309396524   accuracy 0.7888972809667674   precision 0.7223390580008227   recall 0.7811825592746822

deviation 3/5   epoch 60/120   F1 0.7457655744655503   accuracy 0.7930513595166163   precision 0.7305866927190456   recall 0.7834286111558796

update

deviation 3/5   epoch 61/120   F1 0.739954712928717   accuracy 0.7900302114803626   precision 0.7243289798436857   recall 0.7820473036529902

deviation 3/5   epoch 62/120   F1 0.7410132282578104   accuracy 0.7900302114803626   precision 0.7257558617852735   recall 0.780607679721853

deviation 3/5   epoch 63/120   F1 0.7383732789393167   accuracy 0.7892749244712991   precision 0.7226218634306869   recall 0.7818717447916667

deviation 3/5   epoch 64/120   F1 0.7409187314839752   accuracy 0.7892749244712991   precision 0.7260463800904977   recall 0.7784629319955407

deviation 3/5   epoch 65/120   F1 0.740802945254629   accuracy 0.7900302114803626   precision 0.725470485396956   recall 0.7808893757266534

deviation 3/5   epoch 66/120   F1 0.7442714034200603   accuracy 0.7919184290030211   precision 0.7291675236528177   recall 0.7819954522985665

deviation 3/5   epoch 67/120   F1 0.7407412699697968   accuracy 0.7904078549848943   precision 0.7251825380501851   recall 0.7821403002695387

deviation 3/5   epoch 68/120   F1 0.74110248938285   accuracy 0.790785498489426   precision 0.7254653434800493   recall 0.7828205624355005

deviation 3/5   epoch 69/120   F1 0.7484584548416204   accuracy 0.7941842900302115   precision 0.733718120115179   recall 0.7832543071047267

update

deviation 3/5   epoch 70/120   F1 0.744377409728644   accuracy 0.7926737160120846   precision 0.7288770053475936   recall 0.7841659305082407

deviation 3/5   epoch 71/120   F1 0.7422081752656038   accuracy 0.7904078549848943   precision 0.7271801727684081   recall 0.7801704218932684

deviation 3/5   epoch 72/120   F1 0.7454034773590228   accuracy 0.7926737160120846   precision 0.7303038872891814   recall 0.7827693587348786

deviation 3/5   epoch 73/120   F1 0.7436837007061944   accuracy 0.7900302114803626   precision 0.7294657548334018   recall 0.7772150837208003

deviation 3/5   epoch 74/120   F1 0.7461560957023263   accuracy 0.7911631419939577   precision 0.7323118058412176   recall 0.7774470632937627

deviation 3/5   epoch 75/120   F1 0.7476578699185389   accuracy 0.7919184290030211   precision 0.7340189222542164   recall 0.7777766333956639

deviation 3/5   epoch 76/120   F1 0.7426210017017445   accuracy 0.7904078549848943   precision 0.7277509255450432   recall 0.7796348074089683

deviation 3/5   epoch 77/120   F1 0.7460080540905127   accuracy 0.7866314199395771   precision 0.735196421225833   recall 0.7661776568993222

deviation 3/5   epoch 78/120   F1 0.7441901820717521   accuracy 0.7888972809667674   precision 0.7309003496503497   recall 0.7735206984582845

deviation 3/5   epoch 79/120   F1 0.7459042611367572   accuracy 0.7892749244712991   precision 0.7331807897984368   recall 0.7726783497034144

deviation 3/5   epoch 80/120   F1 0.744714469143386   accuracy 0.7866314199395771   precision 0.7331987865076101   recall 0.7673032081247444

deviation 3/5   epoch 81/120   F1 0.7439570844192347   accuracy 0.7911631419939577   precision 0.7291726655697244   recall 0.7801512028895434

deviation 3/5   epoch 82/120   F1 0.751944215636521   accuracy 0.7919184290030211   precision 0.7405825791855204   recall 0.7732544175673357

update

deviation 3/5   epoch 83/120   F1 0.7462641145635407   accuracy 0.7896525679758308   precision 0.7334635952283011   recall 0.7732762803994959

deviation 3/5   epoch 84/120   F1 0.7449011170422907   accuracy 0.7866314199395771   precision 0.7334841628959277   recall 0.767135935145645

deviation 3/5   epoch 85/120   F1 0.749765140776564   accuracy 0.7881419939577039   precision 0.7400375359934184   recall 0.7665045346303896

deviation 3/5   epoch 86/120   F1 0.752131285593602   accuracy 0.7877643504531722   precision 0.7443207527766351   recall 0.7640894387567946

update

deviation 3/5   epoch 87/120   F1 0.7492447605874545   accuracy 0.7888972809667674   precision 0.7386055121349239   recall 0.7686009283008766

deviation 3/5   epoch 88/120   F1 0.7516922123591263   accuracy 0.7888972809667674   precision 0.7426007815713698   recall 0.7666694926929558

deviation 3/5   epoch 89/120   F1 0.7521804205686508   accuracy 0.7885196374622356   precision 0.7437448580830934   recall 0.7655516933272459

update

deviation 3/5   epoch 90/120   F1 0.7470549709206766   accuracy 0.7843655589123867   precision 0.7386363636363636   recall 0.7606119270247296

deviation 3/5   epoch 91/120   F1 0.7522938640508052   accuracy 0.7858761329305136   precision 0.7463312422871247   recall 0.7605357525246174

update

deviation 3/5   epoch 92/120   F1 0.7486899999798072   accuracy 0.7870090634441088   precision 0.7391891197038256   recall 0.7648917057448487

deviation 3/5   epoch 93/120   F1 0.7533719023659091   accuracy 0.7888972809667674   precision 0.7454545454545455   recall 0.7655217607447915

update

deviation 3/5   epoch 94/120   F1 0.7555874945608461   accuracy 0.7885196374622356   precision 0.7497377622377622   recall 0.7635694672064426

update

deviation 3/5   epoch 95/120   F1 0.7486964896604439   accuracy 0.7836102719033232   precision 0.742066022213081   recall 0.758287515422182

deviation 3/5   epoch 96/120   F1 0.7510305839577082   accuracy 0.7862537764350453   precision 0.7437602838338133   recall 0.7618651744976082

deviation 3/5   epoch 97/120   F1 0.7473642146590975   accuracy 0.7836102719033232   precision 0.7397830111065405   recall 0.75898319674834

deviation 3/5   epoch 98/120   F1 0.7512599104397532   accuracy 0.7851208459214502   precision 0.745194878650761   recall 0.7597095624101786

deviation 3/5   epoch 99/120   F1 0.7503896928554613   accuracy 0.7866314199395771   precision 0.7423308309337722   recall 0.7629661635807055

deviation 3/5   epoch 100/120   F1 0.7498829342062655   accuracy 0.7866314199395771   precision 0.7414747017688195   recall 0.763288797317327

deviation 3/5   epoch 101/120   F1 0.7431720488909158   accuracy 0.7870090634441088   precision 0.7306278280542986   recall 0.7696929519961277

deviation 3/5   epoch 102/120   F1 0.7461492914785178   accuracy 0.7881419939577039   precision 0.7343300082270671   recall 0.7696025325984794

deviation 3/5   epoch 103/120   F1 0.7507683043506681   accuracy 0.7873867069486404   precision 0.7423256890168655   recall 0.7642166601842411

deviation 3/5   epoch 104/120   F1 0.756790505792297   accuracy 0.790785498489426   precision 0.7497223364870425   recall 0.7670552493023384

update

deviation 3/5   epoch 105/120   F1 0.7516071217030533   accuracy 0.7873867069486404   precision 0.7437525709584534   recall 0.7636806407764964

deviation 3/5   epoch 106/120   F1 0.7508655396532522   accuracy 0.7862537764350453   precision 0.7434749074454957   recall 0.761958701575315

deviation 3/5   epoch 107/120   F1 0.7454669460000707   accuracy 0.7862537764350453   precision 0.7346282394076511   recall 0.7657726134311842

deviation 3/5   epoch 108/120   F1 0.747195170045914   accuracy 0.7836102719033232   precision 0.7394976347182229   recall 0.7590778408557592

deviation 3/5   epoch 109/120   F1 0.7459769071156972   accuracy 0.7877643504531722   precision 0.7343325791855204   recall 0.7688521882254387

deviation 3/5   epoch 110/120   F1 0.7452916000549652   accuracy 0.7832326283987915   precision 0.7366464417935006   recall 0.7594869799815631

deviation 3/5   epoch 111/120   F1 0.7505703028878273   accuracy 0.779833836858006   precision 0.7492261415055532   recall 0.7520175717385922

deviation 3/5   epoch 112/120   F1 0.7518433357096717   accuracy 0.7885196374622356   precision 0.7431741053064582   recall 0.7657815244116615

deviation 3/5   epoch 113/120   F1 0.7440527531418499   accuracy 0.7824773413897281   precision 0.7352247017688194   recall 0.7587742495679695

deviation 3/5   epoch 114/120   F1 0.7559992471532984   accuracy 0.7870090634441088   precision 0.7520310571781159   recall 0.7608957162323284

deviation 3/5   epoch 115/120   F1 0.7497058582461484   accuracy 0.783987915407855   precision 0.7434903331962155   recall 0.7584684242126521

deviation 3/5   epoch 116/120   F1 0.7514569734203678   accuracy 0.783987915407855   precision 0.7466294734677088   recall 0.7577385510283587

deviation 3/5   epoch 117/120   F1 0.7522148623141729   accuracy 0.7794561933534743   precision 0.752938605512135   recall 0.7515192187240352

deviation 3/5   epoch 118/120   F1 0.745414431102027   accuracy 0.7817220543806647   precision 0.7380836075689017   recall 0.7565519725177305

deviation 3/5   epoch 119/120   F1 0.7501878693764812   accuracy 0.7802114803625377   precision 0.7480820649938297   recall 0.7525525093240856

deviation 3/5   epoch 120/120   F1 0.7539507217325943   accuracy 0.7843655589123867   precision 0.7509075483340188   recall 0.7575341055952374



deviation 4/5   epoch 1/120   F1 0.5080991959770331   accuracy 0.6359516616314199   precision 0.523902200740436   recall 0.5398952946982213

update

deviation 4/5   epoch 2/120   F1 0.558091634824413   accuracy 0.6567220543806647   precision 0.5614304812834224   recall 0.586751073541812

update

deviation 4/5   epoch 3/120   F1 0.6006945359463345   accuracy 0.6888217522658611   precision 0.598596256684492   recall 0.6378286683630194

update

deviation 4/5   epoch 4/120   F1 0.6214395081248829   accuracy 0.7107250755287009   precision 0.6172819827231593   recall 0.6747796002344801

update

deviation 4/5   epoch 5/120   F1 0.6652815012460856   accuracy 0.7288519637462235   precision 0.6565405183052242   recall 0.6950169592497574

update

deviation 4/5   epoch 6/120   F1 0.6760196542712896   accuracy 0.7454682779456193   precision 0.6649886877828054   recall 0.724885496718215

update

deviation 4/5   epoch 7/120   F1 0.6918080395493065   accuracy 0.754154078549849   precision 0.6797691279308926   recall 0.7340583463811134

update

deviation 4/5   epoch 8/120   F1 0.6988574785812884   accuracy 0.7590634441087614   precision 0.6862993624023036   recall 0.7404660454497186

update

deviation 4/5   epoch 9/120   F1 0.7102747104767035   accuracy 0.7643504531722054   precision 0.6979638009049773   recall 0.7438684503901896

update

deviation 4/5   epoch 10/120   F1 0.7142280632558349   accuracy 0.7681268882175226   precision 0.7013626079802551   recall 0.7497234045945127

update

deviation 4/5   epoch 11/120   F1 0.7234914180601082   accuracy 0.7719033232628398   precision 0.7116104483751543   recall 0.7509237241631608

update

deviation 4/5   epoch 12/120   F1 0.7228299611182953   accuracy 0.773036253776435   precision 0.7101758535582066   recall 0.7541805708102765

deviation 4/5   epoch 13/120   F1 0.7262203462346283   accuracy 0.773036253776435   precision 0.7147418757712876   recall 0.7513619350348901

update

deviation 4/5   epoch 14/120   F1 0.7262792497824445   accuracy 0.7726586102719033   precision 0.7150298231180584   recall 0.7504769177784765

update

deviation 4/5   epoch 15/120   F1 0.7277778352738249   accuracy 0.7749244712990937   precision 0.7158705265322913   recall 0.7544370808750223

update

deviation 4/5   epoch 16/120   F1 0.7298134965880181   accuracy 0.7749244712990937   precision 0.7187242904154669   recall 0.7528359530793531

update

deviation 4/5   epoch 17/120   F1 0.7314715297376062   accuracy 0.7760574018126888   precision 0.7204288358700124   recall 0.7540853831558562

update

deviation 4/5   epoch 18/120   F1 0.7344522735069803   accuracy 0.7775679758308157   precision 0.7238430686960098   recall 0.7551670626817512

update

deviation 4/5   epoch 19/120   F1 0.7335505834339988   accuracy 0.7768126888217523   precision 0.7229920814479638   recall 0.7541969905784311

deviation 4/5   epoch 20/120   F1 0.7347298646154812   accuracy 0.7805891238670695   precision 0.7223956190867955   recall 0.7618670472941218

update

deviation 4/5   epoch 21/120   F1 0.7345280956362015   accuracy 0.7805891238670695   precision 0.722110242698478   recall 0.7620530145333075

deviation 4/5   epoch 22/120   F1 0.7336752569336262   accuracy 0.7775679758308157   precision 0.7227015631427396   recall 0.755745618405465

deviation 4/5   epoch 23/120   F1 0.7354960974242724   accuracy 0.7824773413897281   precision 0.7223827642945291   recall 0.7658630143723029

update

deviation 4/5   epoch 24/120   F1 0.7370775243336767   accuracy 0.7843655589123867   precision 0.7235114150555326   recall 0.7691683405124871

update

deviation 4/5   epoch 25/120   F1 0.7384384560523025   accuracy 0.7805891238670695   precision 0.7278177704648292   recall 0.7587561094016345

update

deviation 4/5   epoch 26/120   F1 0.7413547265139439   accuracy 0.7820996978851964   precision 0.7312320032908268   recall 0.7598432533276707

update

deviation 4/5   epoch 27/120   F1 0.7396489297128854   accuracy 0.7824773413897281   precision 0.7283756684491978   recall 0.7620177630162321

deviation 4/5   epoch 28/120   F1 0.7436401952342286   accuracy 0.7854984894259819   precision 0.7323503702180173   recall 0.7655940048490192

update

deviation 4/5   epoch 29/120   F1 0.7445271989261442   accuracy 0.7866314199395771   precision 0.7329134101192925   recall 0.7674726807719134

update

deviation 4/5   epoch 30/120   F1 0.7449407961636638   accuracy 0.7851208459214502   precision 0.734635952283011   recall 0.7636683863875533

update

deviation 4/5   epoch 31/120   F1 0.7445880228295205   accuracy 0.7843655589123867   precision 0.7346410941999177   recall 0.7623010184835911

deviation 4/5   epoch 32/120   F1 0.7452595382348126   accuracy 0.7870090634441088   precision 0.7337669683257919   recall 0.767706566798568

update

deviation 4/5   epoch 33/120   F1 0.7452833587692851   accuracy 0.7862537764350453   precision 0.7343428630193336   recall 0.7659271858397785

update

deviation 4/5   epoch 34/120   F1 0.744012983980388   accuracy 0.7854984894259819   precision 0.7329211229946524   recall 0.7652734954893228

deviation 4/5   epoch 35/120   F1 0.7457127279936558   accuracy 0.7892749244712991   precision 0.7328954134101193   recall 0.7728787112010796

update

deviation 4/5   epoch 36/120   F1 0.7448480139247131   accuracy 0.7877643504531722   precision 0.732620320855615   recall 0.7699259851492977

deviation 4/5   epoch 37/120   F1 0.7478062271588983   accuracy 0.7881419939577039   precision 0.7368983957219251   recall 0.7681038238924722

update

deviation 4/5   epoch 38/120   F1 0.7490482148589411   accuracy 0.7873867069486404   precision 0.7394719251336899   recall 0.7654280310181343

update

deviation 4/5   epoch 39/120   F1 0.748701998432602   accuracy 0.7892749244712991   precision 0.7374614356232003   recall 0.7699535867938645

deviation 4/5   epoch 40/120   F1 0.7469612764122466   accuracy 0.790785498489426   precision 0.7337412587412587   recall 0.7755005257527962

deviation 4/5   epoch 41/120   F1 0.7504972931587788   accuracy 0.7896525679758308   precision 0.7400272521596051   recall 0.7692553666279487

update

deviation 4/5   epoch 42/120   F1 0.7519291125541125   accuracy 0.790785498489426   precision 0.7414464212258329   recall 0.7706114568925773

update

deviation 4/5   epoch 43/120   F1 0.7512210078470104   accuracy 0.790785498489426   precision 0.7403049156725627   recall 0.7712328210604513

deviation 4/5   epoch 44/120   F1 0.7512182856268261   accuracy 0.7922960725075529   precision 0.7391531262854792   recall 0.7748944998049576

deviation 4/5   epoch 45/120   F1 0.75295779435103   accuracy 0.7904078549848943   precision 0.7434466269025093   recall 0.7689307849222562

update

deviation 4/5   epoch 46/120   F1 0.7533477103139649   accuracy 0.7915407854984894   precision 0.7431535376388317   recall 0.7711162328038688

update

deviation 4/5   epoch 47/120   F1 0.7515603748814573   accuracy 0.7900302114803626   precision 0.7414515631427396   recall 0.7692185309723858

deviation 4/5   epoch 48/120   F1 0.7529876996867358   accuracy 0.7911631419939577   precision 0.7428707322089675   recall 0.7705691885888755

deviation 4/5   epoch 49/120   F1 0.751943793911007   accuracy 0.7926737160120846   precision 0.7400066844919786   recall 0.7751067348885868

deviation 4/5   epoch 50/120   F1 0.7517589358927348   accuracy 0.7911631419939577   precision 0.7408730974907446   recall 0.7716331256727225

deviation 4/5   epoch 51/120   F1 0.7558193616825079   accuracy 0.7930513595166163   precision 0.7459970176881942   recall 0.7724311611843323

update

deviation 4/5   epoch 52/120   F1 0.7517618269211559   accuracy 0.7926737160120846   precision 0.7397213081036611   recall 0.7752907223495459

deviation 4/5   epoch 53/120   F1 0.7523048371647509   accuracy 0.7922960725075529   precision 0.7408653846153846   recall 0.7738233024691358

deviation 4/5   epoch 54/120   F1 0.7551350457464724   accuracy 0.7930513595166163   precision 0.7448555121349238   recall 0.7730139346353517

deviation 4/5   epoch 55/120   F1 0.7582720446339694   accuracy 0.7945619335347432   precision 0.7488404977375566   recall 0.7737531925003465

update

deviation 4/5   epoch 56/120   F1 0.7551503246871247   accuracy 0.793429003021148   precision 0.744567564788153   recall 0.7738714824808708

deviation 4/5   epoch 57/120   F1 0.7553377633345089   accuracy 0.7938066465256798   precision 0.7445649938296998   recall 0.77458542006437

deviation 4/5   epoch 58/120   F1 0.7533868156776542   accuracy 0.7945619335347432   precision 0.7408499588646648   recall 0.7784122823441304

deviation 4/5   epoch 59/120   F1 0.7535616367633193   accuracy 0.7930513595166163   precision 0.7422871246400659   recall 0.7744481332634399

deviation 4/5   epoch 60/120   F1 0.7589946130388641   accuracy 0.7953172205438066   precision 0.7494061085972851   recall 0.7748286021870927

update

deviation 4/5   epoch 61/120   F1 0.7569572580098896   accuracy 0.7953172205438066   precision 0.7459815919374744   recall 0.7766606521160808

deviation 4/5   epoch 62/120   F1 0.7558980059666344   accuracy 0.7949395770392749   precision 0.7445572809543398   recall 0.7767715753616473

deviation 4/5   epoch 63/120   F1 0.757744232794907   accuracy 0.7941842900302115   precision 0.7482723159193747   recall 0.7733533037951661

deviation 4/5   epoch 64/120   F1 0.7564693313255135   accuracy 0.7979607250755287   precision 0.7431098313451254   recall 0.7840119389536521

deviation 4/5   epoch 65/120   F1 0.7578540946962   accuracy 0.7960725075528701   precision 0.7468325791855204   recall 0.7776177753102698

deviation 4/5   epoch 66/120   F1 0.7601590323952125   accuracy 0.797583081570997   precision 0.7493906828465653   recall 0.7790304996792686

update

deviation 4/5   epoch 67/120   F1 0.7580072160258682   accuracy 0.7956948640483383   precision 0.7474059029206088   recall 0.7765705663630975

deviation 4/5   epoch 68/120   F1 0.7574920399376839   accuracy 0.7956948640483383   precision 0.7465497737556561   recall 0.7770563520971423

deviation 4/5   epoch 69/120   F1 0.7592641034116124   accuracy 0.7968277945619335   precision 0.7485396955985191   recall 0.778078373503853

deviation 4/5   epoch 70/120   F1 0.758560217257777   accuracy 0.7964501510574018   precision 0.7476861373920198   recall 0.7778468741866151

deviation 4/5   epoch 71/120   F1 0.7571877979174148   accuracy 0.7972054380664653   precision 0.7448272315919375   recall 0.7811542535327702

deviation 4/5   epoch 72/120   F1 0.7551902859518688   accuracy 0.7972054380664653   precision 0.7416880913204442   recall 0.7834594860267141

deviation 4/5   epoch 73/120   F1 0.7555537950157587   accuracy 0.797583081570997   precision 0.7419708967503085   recall 0.7840710502090156

deviation 4/5   epoch 74/120   F1 0.7571708152146452   accuracy 0.7964501510574018   precision 0.7454031262854792   recall 0.7792351545159013

deviation 4/5   epoch 75/120   F1 0.7568248683776604   accuracy 0.7968277945619335   precision 0.7445444261620733   recall 0.7805683457269357

deviation 4/5   epoch 76/120   F1 0.7566097224784831   accuracy 0.7953172205438066   precision 0.7454108391608392   recall 0.7769958909833783

deviation 4/5   epoch 77/120   F1 0.7561068140341507   accuracy 0.7968277945619335   precision 0.743402920608803   recall 0.7813633972592968

deviation 4/5   epoch 78/120   F1 0.7575617658512068   accuracy 0.7987160120845922   precision 0.7442461949814891   recall 0.784785220257995

deviation 4/5   epoch 79/120   F1 0.755924375258971   accuracy 0.7964501510574018   precision 0.7434054915672563   recall 0.7805702681457543

deviation 4/5   epoch 80/120   F1 0.7607569174417625   accuracy 0.7990936555891238   precision 0.7490950226244344   recall 0.7821597064476673

update

deviation 4/5   epoch 81/120   F1 0.7639288000509433   accuracy 0.7990936555891238   precision 0.7545171740024681   recall 0.779082551737553

update

deviation 4/5   epoch 82/120   F1 0.7634401290161716   accuracy 0.797583081570997   precision 0.7550982106129165   recall 0.7761694819960867

deviation 4/5   epoch 83/120   F1 0.7633748933044071   accuracy 0.800226586102719   precision 0.7525118264088853   recall 0.7822783855149

deviation 4/5   epoch 84/120   F1 0.7634839192004118   accuracy 0.7979607250755287   precision 0.7548102632661455   recall 0.7769455817621815

deviation 4/5   epoch 85/120   F1 0.7623382781277518   accuracy 0.7998489425981873   precision 0.7510875154257508   recall 0.7824033912812149

deviation 4/5   epoch 86/120   F1 0.7606652205350688   accuracy 0.797583081570997   precision 0.750246812011518   recall 0.7785485347985348

deviation 4/5   epoch 87/120   F1 0.759216301193815   accuracy 0.7960725075528701   precision 0.7491155902920609   recall 0.7763498636731807

deviation 4/5   epoch 88/120   F1 0.7629865475887717   accuracy 0.7953172205438066   precision 0.7565405183052242   recall 0.7719243503971878

deviation 4/5   epoch 89/120   F1 0.7646389356336211   accuracy 0.7972054380664653   precision 0.7576691690662278   recall 0.7745280919266313

update

deviation 4/5   epoch 90/120   F1 0.7580586871873463   accuracy 0.7968277945619335   precision 0.7465420608802962   recall 0.779267866503582

deviation 4/5   epoch 91/120   F1 0.7608772776986732   accuracy 0.793429003021148   precision 0.7545557383792678   recall 0.7696245524672762

deviation 4/5   epoch 92/120   F1 0.76127097172543   accuracy 0.7953172205438066   precision 0.753401378033731   recall 0.7730579565602838

deviation 4/5   epoch 93/120   F1 0.7612266868862693   accuracy 0.7949395770392749   precision 0.7536893253805019   recall 0.7723242777059077

deviation 4/5   epoch 94/120   F1 0.7634117004615993   accuracy 0.7941842900302115   precision 0.7585458658988071   recall 0.7696347835412959

deviation 4/5   epoch 95/120   F1 0.7649932377290346   accuracy 0.7915407854984894   precision 0.7648421431509667   recall 0.7651454898781257

update

deviation 4/5   epoch 96/120   F1 0.76579782529525   accuracy 0.7945619335347432   precision 0.7628239407651172   recall 0.7692477876106194

update

deviation 4/5   epoch 97/120   F1 0.7621350731626598   accuracy 0.7919184290030211   precision 0.7585612916495269   recall 0.7664234761018247

deviation 4/5   epoch 98/120   F1 0.759278257473573   accuracy 0.790785498489426   precision 0.7542883587001235   recall 0.7657424199680276

deviation 4/5   epoch 99/120   F1 0.7619949370791904   accuracy 0.7911631419939577   precision 0.7591371863430687   recall 0.7653019996880936

deviation 4/5   epoch 100/120   F1 0.7589194979376006   accuracy 0.7904078549848943   precision 0.7540055532702592   recall 0.7652638898864081

deviation 4/5   epoch 101/120   F1 0.7647175222240312   accuracy 0.7904078549848943   precision 0.7657059851912793   recall 0.7637774651212501

deviation 4/5   epoch 102/120   F1 0.7628684426059716   accuracy 0.7877643504531722   precision 0.7651532291238174   recall 0.7608378962809343

deviation 4/5   epoch 103/120   F1 0.766509167769672   accuracy 0.7922960725075529   precision 0.7671200123406006   recall 0.7659167690417691

update

deviation 4/5   epoch 104/120   F1 0.7621110488003184   accuracy 0.7896525679758308   precision 0.7611451048951049   recall 0.7631260252556946

deviation 4/5   epoch 105/120   F1 0.7601286611850029   accuracy 0.7896525679758308   precision 0.757149835458659   recall 0.7636031865569517

deviation 4/5   epoch 106/120   F1 0.7567497379453626   accuracy 0.7904078549848943   precision 0.7500102838338132   recall 0.7663680968571419

deviation 4/5   epoch 107/120   F1 0.7556743594087232   accuracy 0.7858761329305136   precision 0.7526095228301111   recall 0.7592810298408703

deviation 4/5   epoch 108/120   F1 0.7537305820728056   accuracy 0.7892749244712991   precision 0.7457373508844097   recall 0.7660354094126358

deviation 4/5   epoch 109/120   F1 0.7527696209234962   accuracy 0.7858761329305136   precision 0.7471873714520774   recall 0.7603199916607495

deviation 4/5   epoch 110/120   F1 0.7539751534390897   accuracy 0.7904078549848943   precision 0.7451588852324147   recall 0.7681672807907471

deviation 4/5   epoch 111/120   F1 0.7514998270204707   accuracy 0.7843655589123867   precision 0.7463415261209378   recall 0.7583338669398731

deviation 4/5   epoch 112/120   F1 0.7564784999655938   accuracy 0.783987915407855   precision 0.756332270670506   recall 0.756625870301018

deviation 4/5   epoch 113/120   F1 0.7489381067961165   accuracy 0.7847432024169184   precision 0.741487556561086   recall 0.7602199689716311

deviation 4/5   epoch 114/120   F1 0.7574057427704628   accuracy 0.7832326283987915   precision 0.7591911764705883   recall 0.7557821506860436

deviation 4/5   epoch 115/120   F1 0.7481604558534074   accuracy 0.7888972809667674   precision 0.7368932538050186   recall 0.7695520848950697

deviation 4/5   epoch 116/120   F1 0.7515059584967831   accuracy 0.7787009063444109   precision 0.7523729946524065   recall 0.7506792853713598

deviation 4/5   epoch 117/120   F1 0.7545431596719142   accuracy 0.7843655589123867   precision 0.7520490538872892   recall 0.7573934960470222

deviation 4/5   epoch 118/120   F1 0.7503126226485421   accuracy 0.7836102719033232   precision 0.7449197860962566   recall 0.7575665096485376

deviation 4/5   epoch 119/120   F1 0.7516922123591263   accuracy 0.7888972809667674   precision 0.7426007815713698   recall 0.7666694926929558

deviation 4/5   epoch 120/120   F1 0.7546362302669642   accuracy 0.7832326283987915   precision 0.7534836487042369   recall 0.7558622944693573



deviation 5/5   epoch 1/120   F1 0.4771062166381448   accuracy 0.6672960725075529   precision 0.5239741875771288   recall 0.5880616289748729

update

deviation 5/5   epoch 2/120   F1 0.5428707638377358   accuracy 0.6816465256797583   precision 0.5598339160839161   recall 0.6288023122762888

update

deviation 5/5   epoch 3/120   F1 0.6189299346880394   accuracy 0.7012839879154078   precision 0.6144924928013163   recall 0.6571373500692921

update

deviation 5/5   epoch 4/120   F1 0.678448986632169   accuracy 0.7341389728096677   precision 0.6699172151378034   recall 0.700273936903604

update

deviation 5/5   epoch 5/120   F1 0.69773234126692   accuracy 0.7511329305135952   precision 0.6874948580830934   recall 0.7234630366588403

update

deviation 5/5   epoch 6/120   F1 0.7164119503098971   accuracy 0.7647280966767371   precision 0.7056663924310983   recall 0.7402688141765689

update

deviation 5/5   epoch 7/120   F1 0.7199581990270805   accuracy 0.7737915407854985   precision 0.706175442204854   recall 0.7589227266086415

update

deviation 5/5   epoch 8/120   F1 0.7209200979281356   accuracy 0.7760574018126888   precision 0.7064453928424517   recall 0.7642094552298413

update

deviation 5/5   epoch 9/120   F1 0.7263719947662997   accuracy 0.7787009063444109   precision 0.7121349238996297   recall 0.765486896507344

update

deviation 5/5   epoch 10/120   F1 0.7313152111504881   accuracy 0.7832326283987915   precision 0.7163847182229535   recall 0.772692811135159

update

deviation 5/5   epoch 11/120   F1 0.7333440372044024   accuracy 0.783987915407855   precision 0.7186625874125874   recall 0.7724081494079476

update

deviation 5/5   epoch 12/120   F1 0.7326094018776309   accuracy 0.7843655589123867   precision 0.7175185109008638   recall 0.7744419710737267

deviation 5/5   epoch 13/120   F1 0.7343487529127926   accuracy 0.7843655589123867   precision 0.7198015220074043   recall 0.7722845079147196

update

deviation 5/5   epoch 14/120   F1 0.7351210999020985   accuracy 0.7870090634441088   precision 0.7194981489099136   recall 0.7792364954145243

update

deviation 5/5   epoch 15/120   F1 0.7338746959860103   accuracy 0.7866314199395771   precision 0.7180738379267791   recall 0.77976723993631

deviation 5/5   epoch 16/120   F1 0.7336010374009982   accuracy 0.7877643504531722   precision 0.7172099958864665   recall 0.7838730054196809

deviation 5/5   epoch 17/120   F1 0.7379384728883893   accuracy 0.7881419939577039   precision 0.7226295763060469   recall 0.7789415913496345

update

deviation 5/5   epoch 18/120   F1 0.7422081752656038   accuracy 0.7904078549848943   precision 0.7271801727684081   recall 0.7801704218932684

update

deviation 5/5   epoch 19/120   F1 0.7417353087609071   accuracy 0.790785498489426   precision 0.726321472645002   recall 0.7819495290164916

deviation 5/5   epoch 20/120   F1 0.7466481854137268   accuracy 0.7922960725075529   precision 0.7323040929658577   recall 0.7800516978465429

update

deviation 5/5   epoch 21/120   F1 0.7396008398140594   accuracy 0.790785498489426   precision 0.7234677087618264   recall 0.7849658545861078

deviation 5/5   epoch 22/120   F1 0.7484907440652633   accuracy 0.7938066465256798   precision 0.7340060674619497   recall 0.7821034948736068

update

deviation 5/5   epoch 23/120   F1 0.7481285565858514   accuracy 0.793429003021148   precision 0.7337232620320855   recall 0.7814661728337726

deviation 5/5   epoch 24/120   F1 0.7427230479172928   accuracy 0.7911631419939577   precision 0.727460407239819   recall 0.7817721391996981

deviation 5/5   epoch 25/120   F1 0.7396008398140594   accuracy 0.790785498489426   precision 0.7234677087618264   recall 0.7849658545861078

deviation 5/5   epoch 26/120   F1 0.7501653703749073   accuracy 0.7949395770392749   precision 0.7357106129164952   recall 0.7832648590696923

update

deviation 5/5   epoch 27/120   F1 0.7460821917808218   accuracy 0.7938066465256798   precision 0.7305815508021389   recall 0.7853184449958643

deviation 5/5   epoch 28/120   F1 0.7477820525571583   accuracy 0.7949395770392749   precision 0.7322860962566844   recall 0.7864673126845412

deviation 5/5   epoch 29/120   F1 0.7450285382936147   accuracy 0.7953172205438066   precision 0.7282882558617854   recall 0.7918123619728679

deviation 5/5   epoch 30/120   F1 0.7461711498969714   accuracy 0.7930513595166163   precision 0.7311574454956808   recall 0.7828857740651596

deviation 5/5   epoch 31/120   F1 0.7466493571698798   accuracy 0.7941842900302115   precision 0.7311497326203209   recall 0.7857018018425967

deviation 5/5   epoch 32/120   F1 0.7475790842995316   accuracy 0.7949395770392749   precision 0.7320007198683669   recall 0.7867536247772622

deviation 5/5   epoch 33/120   F1 0.7485491630662924   accuracy 0.7953172205438066   precision 0.7331396544631839   recall 0.7865666170526762

deviation 5/5   epoch 34/120   F1 0.7521234911668775   accuracy 0.797583081570997   precision 0.7368341217605923   recall 0.7885761812423446

update

deviation 5/5   epoch 35/120   F1 0.7491498596149759   accuracy 0.7953172205438066   precision 0.7339957836281366   recall 0.7857362618042998

deviation 5/5   epoch 36/120   F1 0.7506152652005176   accuracy 0.7938066465256798   precision 0.737145207733443   recall 0.7795126104914197

deviation 5/5   epoch 37/120   F1 0.7498766805554098   accuracy 0.7960725075528701   precision 0.7345613944878651   recall 0.7870514575172652

deviation 5/5   epoch 38/120   F1 0.7450895400062014   accuracy 0.7949395770392749   precision 0.7285762032085561   recall 0.7904396842002961

deviation 5/5   epoch 39/120   F1 0.741696108060557   accuracy 0.7922960725075529   precision 0.7254550596462361   recall 0.7868146316574434

deviation 5/5   epoch 40/120   F1 0.7507327010888656   accuracy 0.797583081570997   precision 0.7348364870423694   recall 0.7905834446777376

deviation 5/5   epoch 41/120   F1 0.7549571222188213   accuracy 0.7987160120845922   precision 0.7402509255450431   recall 0.7881194063904062

update

deviation 5/5   epoch 42/120   F1 0.7543384246391176   accuracy 0.7994712990936556   precision 0.7388189016865487   recall 0.791309648411009

deviation 5/5   epoch 43/120   F1 0.7510973429217933   accuracy 0.7979607250755287   precision 0.7351192924722336   recall 0.7912597704846766

deviation 5/5   epoch 44/120   F1 0.7541902982962586   accuracy 0.7987160120845922   precision 0.7391094199917729   recall 0.7891719854145436

deviation 5/5   epoch 45/120   F1 0.7501668656990712   accuracy 0.7972054380664653   precision 0.7342683052241876   recall 0.79020558923079

deviation 5/5   epoch 46/120   F1 0.752990618547446   accuracy 0.7990936555891238   precision 0.7371092143150967   recall 0.7920910611128003

deviation 5/5   epoch 47/120   F1 0.7484660849985927   accuracy 0.7960725075528701   precision 0.7325637597696422   recall 0.7890696901523673

deviation 5/5   epoch 48/120   F1 0.7543384246391176   accuracy 0.7994712990936556   precision 0.7388189016865487   recall 0.791309648411009

deviation 5/5   epoch 49/120   F1 0.7556697147019478   accuracy 0.7998489425981873   precision 0.7405285890580008   recall 0.790579973475213

update

deviation 5/5   epoch 50/120   F1 0.7588373580419714   accuracy 0.800226586102719   precision 0.7450920403126285   recall 0.7874517457467283

update

deviation 5/5   epoch 51/120   F1 0.7500409367878202   accuracy 0.7964501510574018   precision 0.7345588235294118   recall 0.7879936109447294

deviation 5/5   epoch 52/120   F1 0.7521986658085265   accuracy 0.7964501510574018   precision 0.7376979638009049   recall 0.7850577831288525

deviation 5/5   epoch 53/120   F1 0.7518561405544821   accuracy 0.7956948640483383   precision 0.7377031057178116   recall 0.7833030109198991

deviation 5/5   epoch 54/120   F1 0.7489502978908003   accuracy 0.7953172205438066   precision 0.7337104072398191   recall 0.7860100366542389

deviation 5/5   epoch 55/120   F1 0.7516180470875152   accuracy 0.7964501510574018   precision 0.7368418346359522   recall 0.7858235437843959

deviation 5/5   epoch 56/120   F1 0.7550161062948518   accuracy 0.7964501510574018   precision 0.7419786096256684   recall 0.7815959597621753

deviation 5/5   epoch 57/120   F1 0.7555118205894501   accuracy 0.7990936555891238   precision 0.740819107363225   recall 0.7885008085008085

deviation 5/5   epoch 58/120   F1 0.7571820774545296   accuracy 0.7998489425981873   precision 0.7428116001645413   recall 0.7885063615952101

deviation 5/5   epoch 59/120   F1 0.7529460076636432   accuracy 0.7968277945619335   precision 0.7385515220074044   recall 0.7851930855576184

deviation 5/5   epoch 60/120   F1 0.7582838886353264   accuracy 0.7987160120845922   precision 0.7453877005347593   recall 0.783927103978344

deviation 5/5   epoch 61/120   F1 0.7647195134775795   accuracy 0.8024924471299094   precision 0.7527817770464829   recall 0.7865931106248183

update

deviation 5/5   epoch 62/120   F1 0.7610539613788125   accuracy 0.7983383685800605   precision 0.7502416700946113   recall 0.7799826258546843

deviation 5/5   epoch 63/120   F1 0.7593602326426753   accuracy 0.7990936555891238   precision 0.7468120115178939   recall 0.7836980034753005

deviation 5/5   epoch 64/120   F1 0.7639635938930904   accuracy 0.8013595166163142   precision 0.7525041135335253   recall 0.7844976666985305

deviation 5/5   epoch 65/120   F1 0.7624802804246507   accuracy 0.7994712990936556   precision 0.7516608391608393   recall 0.781327082322933

deviation 5/5   epoch 66/120   F1 0.7586328619213208   accuracy 0.7983383685800605   precision 0.7462464006581654   recall 0.7825210386438519

deviation 5/5   epoch 67/120   F1 0.756646250304059   accuracy 0.7968277945619335   precision 0.7442590497737557   recall 0.7807635022518529

deviation 5/5   epoch 68/120   F1 0.7546563825895498   accuracy 0.7953172205438066   precision 0.742271698889346   recall 0.7790010510577193

deviation 5/5   epoch 69/120   F1 0.7550116352895616   accuracy 0.7968277945619335   precision 0.7416906622788976   recall 0.7826296753943702

deviation 5/5   epoch 70/120   F1 0.7614170439821526   accuracy 0.7987160120845922   precision 0.7505244755244755   recall 0.7805421461716019

deviation 5/5   epoch 71/120   F1 0.7582838886353264   accuracy 0.7987160120845922   precision 0.7453877005347593   recall 0.783927103978344

deviation 5/5   epoch 72/120   F1 0.7636752585791149   accuracy 0.7998489425981873   precision 0.7533705265322912   recall 0.7810699658897748

deviation 5/5   epoch 73/120   F1 0.7589946130388641   accuracy 0.7953172205438066   precision 0.7494061085972851   recall 0.7748286021870927

deviation 5/5   epoch 74/120   F1 0.7632812083044244   accuracy 0.797583081570997   precision 0.754812834224599   recall 0.7762934879571811

deviation 5/5   epoch 75/120   F1 0.7632775914786816   accuracy 0.7990936555891238   precision 0.7533756684491979   recall 0.7796662835738305

deviation 5/5   epoch 76/120   F1 0.7594238914051332   accuracy 0.7945619335347432   precision 0.7508381324557796   recall 0.7728447263330984

deviation 5/5   epoch 77/120   F1 0.7619543376518759   accuracy 0.7972054380664653   precision 0.7528177704648293   recall 0.7765449597181004

deviation 5/5   epoch 78/120   F1 0.7586687258626283   accuracy 0.790785498489426   precision 0.7531468531468531   recall 0.7660304817587666

deviation 5/5   epoch 79/120   F1 0.7598960098271772   accuracy 0.7930513595166163   precision 0.7531314273961333   recall 0.7694939563808356

deviation 5/5   epoch 80/120   F1 0.7615848949964348   accuracy 0.7930513595166163   precision 0.7562705676676265   recall 0.7685585578303872

deviation 5/5   epoch 81/120   F1 0.7602560480290329   accuracy 0.793429003021148   precision 0.7534142328259975   recall 0.7699947613324705

deviation 5/5   epoch 82/120   F1 0.7616978071968248   accuracy 0.7938066465256798   precision 0.7556946729740848   recall 0.7698563009431607

deviation 5/5   epoch 83/120   F1 0.7621061466030786   accuracy 0.7956948640483383   precision 0.7545403126285479   recall 0.7732377749029755

deviation 5/5   epoch 84/120   F1 0.7624724888877655   accuracy 0.7949395770392749   precision 0.7559723364870423   recall 0.7715198421545306

deviation 5/5   epoch 85/120   F1 0.7573337440944958   accuracy 0.7870090634441088   precision 0.754599444672974   recall 0.7604908946951703

deviation 5/5   epoch 86/120   F1 0.7622104104043739   accuracy 0.7941842900302115   precision 0.7562628547922665   recall 0.7702625390866751

deviation 5/5   epoch 87/120   F1 0.7570659469649195   accuracy 0.7904078549848943   precision 0.7505810366104484   recall 0.7661901793450393

deviation 5/5   epoch 88/120   F1 0.7644367684046629   accuracy 0.7941842900302115   precision 0.76054350061703   recall 0.7691719008451048

deviation 5/5   epoch 89/120   F1 0.7576213496324937   accuracy 0.7926737160120846   precision 0.7494241053064583   recall 0.7702382370002374

deviation 5/5   epoch 90/120   F1 0.7603445521332505   accuracy 0.7956948640483383   precision 0.7514011723570546   recall 0.7745522224101831

deviation 5/5   epoch 91/120   F1 0.7586136056623654   accuracy 0.7915407854984894   precision 0.7522855820649939   recall 0.7674142606041613

deviation 5/5   epoch 92/120   F1 0.7535641948490985   accuracy 0.7873867069486404   precision 0.7471770876182642   recall 0.7625741922577183

deviation 5/5   epoch 93/120   F1 0.7586955979564523   accuracy 0.7847432024169184   precision 0.7600370218017277   recall 0.757445752465797

deviation 5/5   epoch 94/120   F1 0.7599153000083843   accuracy 0.7892749244712991   precision 0.7571524064171122   recall 0.7631029321633089

deviation 5/5   epoch 95/120   F1 0.7615146501574425   accuracy 0.7960725075528701   precision 0.7531108597285068   recall 0.7744480374665477

deviation 5/5   epoch 96/120   F1 0.7582598159229168   accuracy 0.7881419939577039   precision 0.7551624845742493   recall 0.7619014162093196

deviation 5/5   epoch 97/120   F1 0.7623098788211241   accuracy 0.7960725075528701   precision 0.7545377416700947   recall 0.7738613888773633

deviation 5/5   epoch 98/120   F1 0.7642268427585364   accuracy 0.797583081570997   precision 0.7565250925545043   recall 0.7755780682081819

deviation 5/5   epoch 99/120   F1 0.7563266567256411   accuracy 0.7930513595166163   precision 0.7468531468531469   recall 0.7720154116380531

deviation 5/5   epoch 100/120   F1 0.7625574429304111   accuracy 0.7968277945619335   precision 0.7542472233648705   recall 0.7752482026703185

deviation 5/5   epoch 101/120   F1 0.7606202303279994   accuracy 0.790785498489426   precision 0.7568567461949814   recall 0.765188193449063

deviation 5/5   epoch 102/120   F1 0.7586606758501937   accuracy 0.7953172205438066   precision 0.74883535582065   recall 0.7751131298890304

deviation 5/5   epoch 103/120   F1 0.762712553524123   accuracy 0.7919184290030211   precision 0.7597027972027972   recall 0.7662202166231483

deviation 5/5   epoch 104/120   F1 0.7630830327515137   accuracy 0.7949395770392749   precision 0.7571138420403126   recall 0.7711600159159788

deviation 5/5   epoch 105/120   F1 0.755346334296312   accuracy 0.7832326283987915   precision 0.7549105306458248   recall 0.7557924147165129

deviation 5/5   epoch 106/120   F1 0.7579511946191503   accuracy 0.7900302114803626   precision 0.7525812422871246   recall 0.765062971476673

deviation 5/5   epoch 107/120   F1 0.7602385131861581   accuracy 0.7911631419939577   precision 0.7557126696832579   recall 0.7659541541799835

deviation 5/5   epoch 108/120   F1 0.7620773043675766   accuracy 0.7968277945619335   precision 0.7533910941999178   recall 0.7756216651565488

deviation 5/5   epoch 109/120   F1 0.7633251512373367   accuracy 0.7945619335347432   precision 0.7579725421637187   recall 0.770342140784507

deviation 5/5   epoch 110/120   F1 0.7620404387471919   accuracy 0.7881419939577039   precision 0.7628676470588236   recall 0.7612477778480435

deviation 5/5   epoch 111/120   F1 0.7575363219544917   accuracy 0.7904078549848943   precision 0.7514371657754011   recall 0.7659361053422297

deviation 5/5   epoch 112/120   F1 0.7601472890350403   accuracy 0.7915407854984894   precision 0.7551393459481694   recall 0.7666317387391018

deviation 5/5   epoch 113/120   F1 0.7575576722878004   accuracy 0.7858761329305136   precision 0.7563194158782394   recall 0.7588793570730725

deviation 5/5   epoch 114/120   F1 0.7598377572595241   accuracy 0.7896525679758308   precision 0.7565790826820238   recall 0.7636950038147643

deviation 5/5   epoch 115/120   F1 0.7573437936128311   accuracy 0.7862537764350453   precision 0.7554607157548334   recall 0.7594231617752645

deviation 5/5   epoch 116/120   F1 0.7575363219544917   accuracy 0.7904078549848943   precision 0.7514371657754011   recall 0.7659361053422297

deviation 5/5   epoch 117/120   F1 0.7595822232825692   accuracy 0.7930513595166163   precision 0.7525606746194982   recall 0.7696864876736398

deviation 5/5   epoch 118/120   F1 0.7538954757317258   accuracy 0.7892749244712991   precision 0.7460227272727273   recall 0.7659291248429876

deviation 5/5   epoch 119/120   F1 0.761808235798634   accuracy 0.7888972809667674   precision 0.7614356232003291   recall 0.7621880589799371

deviation 5/5   epoch 120/120   F1 0.7632463924166243   accuracy 0.7892749244712991   precision 0.7640014397367338   recall 0.7625199729007683

