Epoch Iteration Training Time Validation Time Train MNLL Train JSD Train Profile Pearson Train Count Pearson Train Count log1pMSE Val MNLL Val JSD Val Profile Pearson Val Count Pearson Val Count log1pMSE Saved? 0 0 23.0 707.6 672689.94 inf -0.000589346512794003 -0.5034068755598926 408.650390625 103403.11 inf -0.00013340034394029323 -0.49220164739064126 410.9914245605469 True 0 100 31.02 64.25 43916.652 0.9844954385063546 0.005234093714725008 -0.42482443607059417 19.246335983276367 96802.59 0.9837841088014713 0.0064426099978674494 -0.4092036360151306 19.253829956054688 True 0 200 31.17 69.63 27220.121 0.9750657567353291 0.031232716840802786 -0.48156234600213027 5.742763996124268 54772.03 0.974879517159902 0.02928818118580307 -0.4722892258593931 6.089147567749023 True 0 300 30.36 66.9 24639.889 0.9946840095152276 -0.009568201879801548 0.46998020608719254 6.113544940948486 105533.31 0.9945710810006995 -0.00934551362063733 0.45985463764777085 6.311025619506836 False 0 400 30.14 67.91 53843.27 0.974675988957328 0.023872622360154357 -0.42057212269566346 6.06755256652832 45442.3 0.9750885984399648 0.02171765541604876 -0.43023837470486814 6.489184379577637 True 0 500 45.11 68.94 20183.023 0.9724787102518531 0.03759648428577077 0.031154849580074556 5.180350303649902 46098.082 0.9727394873137557 0.034388961072553514 -0.02009071291849231 5.517807483673096 False 1 600 30.67 88.23 23239.926 0.9865238252308867 0.0012889904508489685 0.44259691632603804 5.319842338562012 149013.52 0.986348019756749 0.0013989805822138925 0.4168599567294527 5.580775260925293 False 1 700 29.8 131.6 268993.03 0.9763607287230095 0.022827230650334315 0.41250296423159927 5.473337650299072 69373.88 0.9763258129528741 0.020254202802778384 0.38298028670635587 5.738217353820801 False 1 800 30.65 65.23 17117.734 0.9900564331354638 -0.011366897706396248 0.4771567914837912 4.312749862670898 65245.477 0.9894238439917702 -0.012140722005374357 0.46589886047223983 4.610137939453125 False 1 900 29.77 69.54 52160.523 0.9820807132284107 0.0004080748936705697 -0.2119884052557392 15.33138370513916 56843.57 0.9812676493454398 0.0001586290880082796 -0.25637219612210804 15.38674545288086 False 1 1000 29.68 75.68 124272.33 0.982477252299549 0.0005826843437788876 0.4393702813676115 5.660987377166748 61804.008 0.9816853203245866 0.0003213505915423888 0.4122606532693418 5.904144287109375 False 2 1100 29.72 66.77 44778.48 0.9769136130698987 0.022925128174856008 -0.4346813351626706 6.023838043212891 53797.4 0.9762863020427679 0.022023960880576364 -0.4454440902614289 6.42124080657959 False 2 1200 29.85 63.12 46822.75 0.9867345529621041 -0.006797612360906389 0.4424640620423589 12.800627708435059 172890.92 0.9861970528946299 -0.005888494571373615 0.41774442545278617 12.885724067687988 False 2 1300 29.7 70.07 33693.41 0.9834207621127941 -0.018036855606911255 0.4435863289463543 6.710880756378174 60350.51 0.982606917622875 -0.018011309571158863 0.41887046487242935 6.911999225616455 False 2 1400 31.84 66.77 32585.422 0.9865735000837373 -0.008727648420381179 0.4414711565143578 6.118102550506592 78552.016 0.9860365281538742 -0.00821715053920198 0.41130750668422783 6.348299503326416 False 2 1500 31.24 292.4 20539.361 0.979754516923733 0.011100866982755444 -0.37235246823674617 5.841915607452393 61554.367 0.9792798711019547 0.010263706816535057 -0.4002179231916439 6.262959003448486 False 3 1600 37.72 429.4 19610.562 0.9867378705820672 -0.008246153705810621 0.3775402054870141 4.985950946807861 86681.71 0.9863798539221064 -0.007952746087118545 0.34014746809488944 5.309504985809326 False 3 1700 31.9 241.0 19169.936 0.9831008132570389 -0.0048313936174991315 0.0726222786660591 6.058486461639404 62266.13 0.9825182925320435 -0.00473547686214287 0.019797802029691208 6.315428256988525 False 3 1800 31.3 139.0 44294.785 0.9858478387697894 -0.0027007835404464116 0.4333246879142301 4.507613658905029 275921.88 0.9853963319921564 -0.001562201413504848 0.41108586514528417 4.840808868408203 False 3 1900 33.75 425.2 35576.496 0.9866544660133094 -0.006192305413430784 0.37803220733740045 4.824891567230225 214061.86 0.9863679140887743 -0.0057117035010979264 0.33905838000211663 5.171181678771973 False 3 2000 35.19 270.6 27307.982 0.9830645635068208 -0.002504307189875894 0.4272085415448593 5.545252799987793 56328.43 0.9823292739126182 -0.0029636240607478367 0.3993923270532021 5.794615268707275 False 4 2100 33.16 535.7 15361.559 0.9815529175979321 -0.006819745473239618 -0.15770631266620844 12.244773864746094 63070.45 0.9810959835411851 -0.006699089499045862 -0.1936386108164419 12.347060203552246 False 4 2200 35.38 160.7 15788.22 0.9767562511994019 0.032982766694125726 -0.469504189892313 6.610018253326416 59990.96 0.9765637240703225 0.031884899937531214 -0.46223597536617206 6.930570125579834 False 4 2300 32.22 67.3 15673.841 0.9770012552490045 0.025468025112848465 -0.4584286352162294 6.649350166320801 62014.367 0.9768815680437567 0.02413748232317627 -0.4604753641464586 7.090924263000488 False 4 2400 30.34 97.95 15432.753 0.9813268529573321 -0.009720249468225362 0.3655019008697239 7.584312438964844 61046.32 0.9808350207773259 -0.009639730785839339 0.32716801187042027 7.774979591369629 False 4 2500 30.4 83.04 14601.356 0.9813194035150118 0.0045595140675706225 -0.38301700725414767 7.5704450607299805 66447.516 0.9810589769140587 0.004861630824699744 -0.4052618589725201 8.165739059448242 False 5 2600 30.71 67.26 14157.177 0.977268767573848 0.026429188675585042 -0.45319029307659064 6.132061958312988 52666.117 0.9772225414343514 0.024635556964771124 -0.4772572755563059 6.5256500244140625 False 5 2700 30.28 92.03 14010.013 0.9761554699641453 0.025433953029838217 -0.48278634472497195 7.408952236175537 60038.79 0.9764565678958124 0.023141675486822832 -0.4836703166274978 7.908610820770264 False 5 2800 30.08 79.12 14289.046 0.981052636536379 -0.0005889587231808104 0.4128368649819124 4.915621280670166 58635.23 0.9806511993176205 -0.0006612686738861492 0.383952242523524 5.222318649291992 False 5 2900 31.19 69.31 16938.506 0.9750387294469818 0.032846984835359874 -0.470588079782157 6.321431636810303 52613.41 0.97494533063272 0.030220342272299874 -0.47108849760882066 6.662109375 False 5 3000 31.03 67.53 13718.542 0.9753849352450988 0.030624788621095172 -0.46534258319614363 6.185818672180176 48147.92 0.9756757866705882 0.026876222573480445 -0.47519967111414874 6.604553699493408 False 6 3100 30.76 65.29 34792.855 0.9869549185842468 -0.006911925354777516 -0.17994690312139436 7.075636863708496 222269.44 0.9867599494588617 -0.00695181987197308 -0.2382172383655239 7.313845157623291 False 6 3200 29.91 78.75 27644.375 0.9764879358127293 0.022131765131431946 -0.4395100039588128 7.617404937744141 50593.65 0.9762245570505376 0.019625995332468858 -0.44665787181312944 7.849210262298584 False 6 3300 31.75 65.02 19968.084 0.9867859176739424 -0.008863365931736531 0.4413465240446844 10.463827133178711 84924.27 0.9865616592597443 -0.00884610701677942 0.4077833843790997 10.595739364624023 False 6 3400 30.12 103.0 17802.799 0.9752658146463744 0.030745556188387424 -0.3954922543157969 6.379396915435791 54828.242 0.9754816179988798 0.028873206970269943 -0.4061556246178443 6.822500228881836 False 6 3500 29.93 80.11 15515.758 0.9768821034385917 0.02585456713596834 -0.28015044534263234 7.467164039611816 51179.027 0.9768180616818783 0.023382864984520708 -0.3226625862445729 7.719663619995117 False 7 3600 31.55 72.55 14444.063 0.9759958721917406 0.029618876399858066 -0.3776202091021855 6.09954833984375 54883.574 0.9764941910136884 0.026280004069244457 -0.400528155753597 6.56670618057251 False 7 3700 30.47 65.09 14133.801 0.9764746778805115 0.02542248437495134 -0.3942517568877843 5.925524711608887 51979.797 0.9770325773988476 0.021791484589607245 -0.41731798654396907 6.279838562011719 False 7 3800 30.55 66.02 22728.605 0.97992552651433 0.009582289797066894 0.3473190368895923 5.649689674377441 50892.62 0.9794278950462095 0.00857082748049076 0.28145560489436133 5.940851211547852 False 7 3900 30.39 83.53 14206.138 0.9837860655430515 -0.004538910014926932 0.39240297526859197 5.800423622131348 74117.26 0.983611757878977 -0.004724514598912685 0.3452684922296449 6.061106204986572 False 7 4000 31.73 80.62 26911.23 0.977386100001614 0.0243481699011678 -0.07959451540544694 7.58062219619751 54221.477 0.9770478090683724 0.022348052348728865 -0.13434280231374976 7.823816776275635 False 8 4100 31.86 75.31 38008.965 0.9855223878818153 -0.00018556554703718687 0.4140979653763666 4.469983100891113 203056.12 0.9849316571517187 0.0011235024790510284 0.37816673512163884 4.861044883728027 False 8 4200 32.29 102.4 17094.201 0.9858057549451973 -0.001988566779152905 -0.3160504672015587 6.8264265060424805 128701.57 0.9858011578540876 -0.0023758792371604558 -0.35145569216991496 7.181362152099609 False 8 4300 30.15 85.59 14387.123 0.9797401198996065 0.013344903155035717 -0.0394060654173205 6.3190226554870605 58980.11 0.97950667652754 0.012062629561625937 -0.09881295332526017 6.6475300788879395 False 8 4400 30.47 399.5 44155.41 0.9819518331655522 0.0030710487069269547 0.34037899840801383 5.676652431488037 57071.242 0.9810107043928611 0.0033240043864844414 0.2898295498037849 5.9821014404296875 False 8 4500 36.16 496.7 14418.524 0.9856094101633375 -0.001760894349653591 0.29068314964465314 5.707772254943848 90101.484 0.985559552816484 -0.0018742702909299487 0.2326868468883504 6.02543830871582 False 9 4600 33.85 725.7 16054.018 0.984968341049833 0.0035770465111334567 0.1722187448189163 5.745803356170654 109570.66 inf 0.002723256597524146 0.10317441092930035 6.3006272315979 False 9 4700 37.4 498.1 12519.298 0.9807022907549228 0.008158276551398764 0.34695250156358426 5.884506702423096 56095.37 0.9804543259236277 0.0061810011955706875 0.29437010150141374 6.181783676147461 False 9 4800 31.01 688.2 22439.562 0.9863507048741046 -0.0043559185987007655 0.4115592553146105 5.401783466339111 83209.66 0.9862516834422305 -0.004670934925478946 0.35476836631585235 5.676959037780762 False 9 4900 40.42 589.3 19770.893 0.9728299014436499 0.03996983546034443 -0.4345816226265155 5.769901275634766 47411.78 0.9732491823839837 0.03627981608240461 -0.444159844193207 6.160201549530029 False 9 5000 33.64 193.7 23084.623 0.9855736440779385 -0.0006377675342603814 0.35890573947372806 6.876395225524902 95879.06 0.9853908124507689 -0.0006924289920843157 0.28182268058833293 7.098949432373047 False 10 5100 36.14 710.3 33607.39 0.9780319425697188 0.01699538987616069 -0.44724887467162305 7.9069061279296875 57031.35 0.9778551407170553 0.016207501124762075 -0.4570704384642205 8.499192237854004 False