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 17.45 58.21 19167.889 0.9627220424004027 0.004608380353239091 0.037788905134368736 218.13816833496094 19706.809 0.9615787602656201 0.004450773013341527 0.06606900354584903 212.541259765625 True 0 100 29.56 39.1 1819.6954 0.9505694532588083 0.03650567404096068 0.025325545419284785 6.190570831298828 1818.0427 0.9491268738737657 0.0345368663836979 -0.0033288575096745558 6.10010290145874 True 0 200 29.26 39.25 1695.9412 0.950648941779937 0.031480513818328996 0.02222938430175879 6.285635471343994 1801.4042 0.9497298991732863 0.02972097371864012 -0.024718366444190704 6.340868949890137 False 0 300 29.23 39.0 1726.7769 0.9495457146741371 0.03508993078332826 0.019603356476936923 6.2448554039001465 1795.014 0.9487243594345914 0.03169538878394939 -0.03861321356834831 6.271412372589111 True 1 400 33.43 38.38 1655.5038 0.9482571943884048 0.04324004110722932 0.04072043858450549 6.190166473388672 1772.834 0.9474016903981459 0.03967631228551843 -0.005160020627940378 6.076569557189941 True 1 500 29.64 38.3 1579.0192 0.9509944752748772 0.030004128438167004 0.026267010350247418 6.211531162261963 1935.6997 0.9504891583428693 0.02682376596289913 -0.024194428850965788 6.190326690673828 False 1 600 29.2 38.62 1462.0681 0.9472846836283151 0.04342322761264446 0.05252230471971106 6.176050186157227 1836.9047 0.9465368174673419 0.040256738668423046 0.01817911156289225 6.064796447753906 False 2 700 29.06 38.52 1650.0746 0.9530714167022091 0.031061295725486496 0.061777530174101265 6.210719108581543 2063.955 0.952610475398433 0.027774177870134455 0.014881435792548858 6.051211833953857 False 2 800 29.22 38.78 1402.4014 0.94260809485058 0.062372238602622594 0.018800598427351947 6.223422527313232 1685.2051 0.942050599907653 0.058441025703025215 -0.03229878763264199 6.1087517738342285 True 2 900 29.63 38.86 1326.5903 0.9418885397304614 0.06353472988043897 0.03243710383266422 6.309174060821533 1678.5613 0.9413597871722043 0.05956354228664697 0.004048246155736608 6.064781665802002 True 3 1000 29.43 39.68 1264.648 0.9389733254405795 0.06564643483957734 -0.03470748084376684 6.332294940948486 1694.0029 0.9393022314399765 0.06207672561604249 -0.04638837799624879 6.355422019958496 False 3 1100 29.29 40.31 1222.1166 0.9398432703709182 0.06890484668757225 0.010341348561304831 6.260339260101318 1656.7843 0.9402044728393697 0.06282526101472762 -0.02625032908425758 6.268346786499023 True 3 1200 29.6 38.51 1324.7986 0.9414760766015702 0.055500619268476555 0.053849974191960255 6.254858493804932 1979.905 0.9428094770776219 0.04864910538664144 0.03887020092325336 6.254814147949219 False 4 1300 29.12 40.72 1250.6837 0.9407251093433888 0.06193303457417904 0.06475925894184624 6.249542236328125 1809.6653 0.9415565096572943 0.05387727222871323 0.09690982813069153 6.211628437042236 False 4 1400 29.47 41.63 1341.6809 0.9436079177344551 0.05732234967608748 0.10520843874171336 6.462942123413086 1860.2482 0.944933216288668 0.04891078450828494 0.11903786893033803 6.537747383117676 False 4 1500 29.3 40.18 1212.9669 0.9383100132457247 0.07470429025024997 -0.018565378881354334 6.326809406280518 1697.628 0.9396677983782991 0.06567536130015274 -0.00966570749036146 6.3318610191345215 False 5 1600 29.2 39.44 1399.5873 0.9474490498389013 0.0529469532016701 0.04510514885333188 6.680809497833252 1873.9503 0.9481444528883759 0.04592409974152992 0.007245472280292999 6.874397277832031 False 5 1700 29.22 40.46 1692.8932 0.9574818609366352 0.027103151627557907 0.07737307498642569 6.470007419586182 2384.333 0.9597622512656964 0.019786158773880038 0.06557888492375516 6.142744541168213 False 5 1800 29.34 38.24 1218.6401 0.9393007982594628 0.06815713598202562 0.08733764381829 6.163656234741211 1771.6208 0.941433024100571 0.056478533036040654 0.10951226822841838 6.038788795471191 False 5 1900 29.21 38.37 1164.2445 0.9372010719672129 0.07702089382991593 0.055827720870824896 6.215461254119873 1719.7747 0.9396399990064066 0.06529994017397085 0.06800260823795584 6.160498142242432 False 6 2000 29.08 38.1 1123.8267 0.9345206684129069 0.08532647603468144 0.08166696774294986 6.187825679779053 1701.6794 0.9375770254359147 0.0723330536568627 0.06803950225528659 6.004451751708984 False 6 2100 29.2 38.98 1114.2555 0.9355275401677327 0.08026095871513171 0.05986221854048345 6.172535419464111 1668.5775 0.938270397674203 0.06892379469149931 0.0642573054499518 6.035417556762695 True 6 2200 29.5 38.87 1163.4408 0.9351836582016072 0.08475535591733388 0.08502764096615154 6.184426784515381 1666.2709 0.938175730992781 0.07030053713032601 0.06605383294833421 6.004906177520752 True 7 2300 29.54 38.68 1160.7625 0.9391959664044942 0.0724887865782806 0.09628504557394635 6.22383451461792 1736.1777 0.9415411011520379 0.05953334330246162 0.06077508671308142 6.256261825561523 False 7 2400 29.38 38.36 1065.0741 0.9315533074959413 0.09349354648209018 0.1336841473747101 6.151577472686768 1748.7256 0.9370960482531758 0.0720589614967491 0.13900754249997552 5.960594654083252 False 7 2500 29.24 39.15 1120.9056 0.9343697101149859 0.09343165475387699 0.05592013993432821 6.21931266784668 1606.7296 0.9367518439383468 0.0796547846668106 0.024137974979106306 6.037513732910156 True 8 2600 29.39 38.87 1094.7194 0.9312098810293944 0.09454761261518836 0.05989662169297283 6.179658889770508 1634.6354 0.9361419572119628 0.07557343425647554 0.024218268424012923 6.046032905578613 False 8 2700 29.14 38.48 1063.2991 0.9284597989301246 0.10405562959300675 0.061755005920440594 6.170917987823486 1643.6234 0.9348511186517096 0.08135200779101398 0.060650503069954856 6.059587478637695 False 8 2800 29.11 39.0 1091.5571 0.9353277838037867 0.08393344255448679 -0.030433517833726144 6.666505813598633 1623.3289 0.9380624296812397 0.07124454460282287 -0.04375057273186069 6.812894344329834 False 9 2900 29.23 38.83 1103.3209 0.9366342326712593 0.08002722411299808 0.037922878507920026 6.280544281005859 1699.8121 0.9406044083291941 0.06305540868311121 0.01642432809960685 6.293849945068359 False 9 3000 29.43 39.09 993.56573 0.9275446664769892 0.10523641789969808 0.0928668603553133 6.1485748291015625 1652.7886 0.9343410630381073 0.08102241881724968 0.09445518629574677 6.021841526031494 False 9 3100 29.21 38.32 1120.9232 0.9328961507231059 0.08899696604550046 0.08811892196922486 6.158454418182373 1687.3716 0.9371801890227914 0.0714648034544891 0.07654914049572524 6.006196975708008 False 10 3200 28.98 38.18 1083.0466 0.9315732722266209 0.09099719082239524 0.056795511053505554 6.178542613983154 1729.176 0.9372168190746991 0.06984363617866673 0.0463420807253533 6.031362056732178 False 10 3300 29.27 39.12 1056.8796 0.9299511916669836 0.09729079043244968 0.09188197492452092 6.159867763519287 1731.895 0.9370749054794602 0.07110361756155244 0.08084006108847111 5.996739387512207 False 10 3400 29.37 39.0 1076.3695 0.9308371739332811 0.09400284993086865 0.07795657391685826 6.15678071975708 1709.0721 0.9349376796866457 0.07613668936529583 0.048667634582145125 6.0429368019104 False 11 3500 28.91 41.62 1011.0908 0.927029894933142 0.10678585779696664 0.10077409796144975 6.147340774536133 1694.2781 0.9334673228744891 0.08223474651698462 0.10783471982301993 6.025097370147705 False 11 3600 29.23 38.65 976.9178 0.9274629694759542 0.11037016644997359 0.09476365291329669 6.177511692047119 1643.9529 0.9340310908905591 0.08391509135475046 0.10297674791067618 5.981869697570801 False 11 3700 29.29 39.43 981.11444 0.9251645913250698 0.11009365535794852 0.10750564739202205 6.175113677978516 1713.3595 0.9339044224825753 0.08088865250011645 0.1196757575912048 6.102008819580078 False 11 3800 29.32 38.81 1126.1246 0.9368912479103386 0.0840662931358244 0.06989029615483736 6.6457014083862305 1859.9811 0.9428903324462199 0.06124766750641065 0.0686883585743633 6.779591083526611 False 12 3900 29.41 38.38 943.6985 0.9299784756681918 0.10595524281770174 0.05436839884206849 6.442183971405029 1648.2162 0.9365946401221055 0.07925147653449044 0.027599165392432103 6.547004222869873 False 12 4000 29.21 38.92 922.6533 0.9257709359869197 0.11060842074509626 0.07694857931690352 6.15928840637207 1691.0961 0.935718255969972 0.07659109062426588 0.07914062672253379 6.01453971862793 False 12 4100 29.21 38.03 1719.5928 0.9451697065959608 0.07473231348685448 0.04705425366510763 6.785017490386963 2438.3213 0.9500301704019075 0.0534265995190495 0.018977324334195297 6.99188756942749 False 13 4200 28.47 38.5 1081.0538 0.9313625712506768 0.09514718853120471 0.0768526115005549 6.248312950134277 1850.0148 0.9399593145180347 0.06651911894228951 0.05565966800177581 6.029277324676514 False 13 4300 29.1 38.25 935.25 0.9269198208868842 0.11807394960843624 0.05937881651119555 6.184384822845459 1703.2815 0.9357435982357278 0.08379549765751446 0.03791318043624724 6.127542972564697 False 13 4400 28.88 38.55 923.5039 0.9235388064045922 0.11623847099108292 0.05159253787039725 6.21622371673584 1718.3942 0.9350602766857733 0.07995826596453778 0.05005329846529573 6.16693639755249 False 14 4500 28.74 38.91 842.3555 0.9197669777412785 0.12567611561055006 0.08147163753595682 6.156069755554199 1701.6512 0.9337148885711761 0.08215947017351515 0.0823384360956674 6.049465656280518 False 14 4600 29.1 38.51 838.68146 0.9158968178796586 0.14188103101921687 0.09677248788170166 6.147982120513916 1654.3824 0.9311746534873528 0.09269500866249833 0.09948842832410722 6.0434160232543945 False 14 4700 28.92 38.22 831.5217 0.9164848159306861 0.14423009435418935 0.08066646839207786 6.192205429077148 1635.6885 0.9323327375618685 0.09193019766547207 0.07610973790725424 5.996584415435791 False 15 4800 28.81 38.28 963.8308 0.9194424165655815 0.13133681614724646 0.1166838583312657 6.138854503631592 1696.2255 0.9321308273846359 0.08686076002490155 0.13695695371476613 6.00708532333374 False 15 4900 29.34 38.44 910.15137 0.9155963640147414 0.13641601294216027 0.11921263604652467 6.137130260467529 1724.8257 0.9321631237508247 0.08643937023380087 0.13863285631982858 6.0127129554748535 False 15 5000 29.01 39.04 865.16815 0.9154198771407912 0.1489100570583602 0.11404418849334579 6.134851455688477 1666.028 0.930851856417725 0.09643539957978012 0.11023682459713771 6.0319929122924805 False 16 5100 28.74 39.01 879.70325 0.9121401726263708 0.15231743182659283 0.1133038217688965 6.161210536956787 1698.2987 0.9301759835086623 0.09642208633049161 0.08942023808063262 5.98473596572876 False 16 5200 28.85 38.84 852.0194 0.9083805342197091 0.16478319185321916 0.12396063148743419 6.198578834533691 1650.7859 0.9288710239369864 0.10169927983687067 0.11802084295696602 6.159584045410156 False 16 5300 29.06 39.34 931.9848 0.9091852977966459 0.15508639619870485 0.12977751637014623 6.111437797546387 1762.7866 0.9312826660651069 0.09098179949135399 0.10659331864399194 5.9949235916137695 False 16 5400 29.02 38.38 1259.6168 0.940598701305529 0.09241362288390789 0.06598115571152344 6.414326190948486 1864.6699 0.9450391742941977 0.06441369236339087 0.0038895201596111082 6.608089447021484 False 17 5500 28.46 39.47 1358.8346 0.9427515328860591 0.07401505771416253 0.14089749091205184 6.147811412811279 2206.9597 0.9483442582489796 0.05111144830922153 0.11455838054583932 6.092142105102539 False