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 2.138 21.79 63232.723 0.9773392885644534 0.009606035709168794 0.19359250307262107 101.80705261230469 80271.79 0.9759715908244485 0.014556044300699055 0.2467731185000534 99.70693969726562 True 0 100 9.84 19.58 14990.471 0.9697070518721957 0.03296223637260677 -0.3828208758696093 23.520933151245117 21944.443 0.9667931781892065 0.04201661856326646 -0.477936260778155 25.03013801574707 True 0 200 10.19 19.67 22050.691 0.9721920968413497 0.02942927709708764 -0.3602706777425417 19.821779251098633 32664.969 0.9698372319422576 0.03733068347720301 -0.45291547235720114 21.204198837280273 False 0 300 9.595 19.8 10024.729 0.9696375139142318 0.04739598136321208 -0.3809931837754735 24.10077667236328 14231.755 0.9683114370338268 0.05244886690901677 -0.4761094025593933 25.624591827392578 True 0 400 10.04 19.56 9587.768 0.9650222374248048 0.042414673235115476 -0.3920983155753428 6.0453643798828125 16864.48 0.9621192078057792 0.05032267559518449 -0.4852764980187496 6.845231056213379 False 0 500 9.373 19.62 8141.21 0.9651612889846567 0.05963800614059172 -0.4088978791124722 16.749940872192383 13161.233 0.9642922020128198 0.062151630924727 -0.49808986985046205 18.09737205505371 True 1 600 10.56 19.65 8292.386 0.9637824045494735 0.05435274007776474 -0.4003504036315537 6.527398109436035 13236.73 0.9616640571402033 0.060694709139313595 -0.49198523192525173 7.390317916870117 True 1 700 9.852 19.59 7440.425 0.964401967669659 0.045264504800371815 0.20140385359895657 4.500062465667725 14055.307 0.9637593318332067 0.04633184575166205 0.2052450066828533 4.868433952331543 False 1 800 9.302 19.45 9595.531 0.9629634836960256 0.046481395855849435 -0.38622357180911443 6.169163227081299 16165.011 0.9605304385267567 0.051601995010540636 -0.48375503551607335 6.963128089904785 False 1 900 9.631 19.75 7911.5874 0.9588176983959047 0.0691927886288947 -0.39915762947275363 5.406100273132324 13494.649 0.9568630583816117 0.07514654673229998 -0.48344289024820225 5.924384593963623 False 1 1000 9.522 20.53 7235.6475 0.9612730130111933 0.059899403865598055 0.2402284237210811 6.2529449462890625 12466.424 0.960271147729049 0.060566468182854875 0.31100542941504317 6.927388668060303 True 1 1100 10.07 19.85 6005.0386 0.9557940026809281 0.07594397699056249 0.15483300886822499 4.679356098175049 12239.741 0.9551611344870312 0.07572741566876187 0.27031226123816393 4.876584529876709 True 2 1200 9.916 19.19 5847.835 0.9564786025434827 0.08300381562369726 0.055957876829798726 5.9104132652282715 11438.28 0.9563080242549529 0.08032363095700498 0.14240954348249504 6.565537929534912 True 2 1300 10.08 19.69 5864.8716 0.9491542671094009 0.08158396570111677 0.280474198279374 4.545374870300293 12955.752 0.9480666199294767 0.08381005511849088 0.3810237638430819 4.6813178062438965 False 2 1400 9.565 19.28 5323.3687 0.9466704741395305 0.09744430078245618 0.38914347440173486 3.954768657684326 11605.412 0.9467511058739729 0.09357395927425209 0.47381629944196935 3.99808669090271 True 2 1500 9.871 19.81 6061.036 0.9518421191658496 0.06849446041043593 0.2820438555941313 4.447073936462402 13126.676 0.9504550116362199 0.07002511612515477 0.3378228075121588 4.810777187347412 False 2 1600 9.575 19.47 5773.819 0.9474796044311521 0.0996290141467934 -0.013643347748514327 4.77535343170166 10557.004 0.9478383879196413 0.09554769705844891 -0.001142907370030649 5.244406223297119 True 2 1700 9.786 19.43 6312.6846 0.9469708163012174 0.08795508430902067 0.34506196883378054 4.215505599975586 10950.514 0.9477313526452407 0.08324946864082972 0.4157926479041129 4.436343193054199 False 3 1800 9.498 19.75 6085.839 0.9529835705802582 0.07913934487521984 0.41043831354869514 3.896638870239258 9729.4 0.9537193628992052 0.073663291841673 0.4780262497629431 3.9946281909942627 True 3 1900 10.12 20.26 5780.7754 0.9519365284288971 0.08118095778848183 0.37486172032132437 4.118116855621338 9795.478 0.9533650314367534 0.07382978902617712 0.43855115044816745 4.3702592849731445 False 3 2000 8.326 19.57 5035.454 0.9454282769225631 0.09861904283010305 0.41503257064553084 3.831372022628784 9137.164 0.9473256878699913 0.09161706601259711 0.47639307809843306 3.9213931560516357 True 3 2100 10.07 19.72 5674.7773 0.9465994292269898 0.08942421262518828 0.4273509896984087 3.7972285747528076 12144.921 0.9464086134661502 0.08836692717163401 0.49256723384496665 3.810075521469116 False 3 2200 9.548 19.83 4875.1567 0.9452483632606932 0.10977217241575721 0.3442983948206585 4.21144437789917 10716.978 0.9454229786071843 0.10642393203807433 0.41869021376431076 4.436639785766602 False 3 2300 9.694 19.73 4902.077 0.9389260322429313 0.11277342385817572 0.3955679792796468 4.028330326080322 9969.852 0.9402394840855891 0.10667696756262751 0.46705682903496315 3.976551055908203 False 4 2400 9.485 19.47 4796.664 0.9350981628087028 0.11765090579232586 0.40088813785155203 3.880279064178467 9859.921 0.9366976744210287 0.11204309125752673 0.4672059946859193 3.959144115447998 False 4 2500 9.535 19.73 4489.129 0.9326002506354912 0.11700150300916573 0.4190394922502991 3.8594741821289062 9069.404 0.9347492101874658 0.109561850992771 0.47694814263731206 4.03516960144043 True 4 2600 9.91 19.6 5504.9146 0.93996239642846 0.1140035651922328 0.42407092225653964 3.8968725204467773 11107.921 0.9402898677419954 0.1100613042401206 0.49346839321423014 4.05151891708374 False 4 2700 9.491 19.77 5010.104 0.9368010393199759 0.11864883587157252 0.40248103169139515 3.979112386703491 9435.347 0.9389265451440765 0.10830097173790172 0.47158557176594457 4.049775123596191 False 4 2800 9.536 19.73 5477.966 0.9467235061711876 0.10722705948281816 0.42725555374211827 3.8036842346191406 12146.781 0.9461035333890518 0.10448935724145512 0.5015246020999129 3.907683849334717 False 5 2900 9.555 19.96 4614.828 0.9361045422287464 0.11811949144686401 0.39879995731702206 3.922006368637085 8782.11 0.9390995393140621 0.10703558967544902 0.46388277898635766 4.015921115875244 True 5 3000 10.07 19.84 4802.8164 0.9294454631839079 0.1272131485393317 0.4106863865437653 3.8425564765930176 8864.057 0.9323661333947166 0.11577549050130803 0.474512759789312 3.9429001808166504 False 5 3100 9.363 19.84 4967.2573 0.9462773688057967 0.11358861396766569 0.362926750160631 4.1352362632751465 10105.93 0.9471134828743686 0.10677356201094138 0.4579917127863104 4.122457027435303 False 5 3200 9.566 19.26 4380.4307 0.9370488700413405 0.12044253612715135 0.3882038692360969 3.963186025619507 10676.512 0.9382430133568722 0.11451317694988081 0.47346823749070815 4.06838846206665 False 5 3300 9.533 19.77 4269.931 0.9327180196236879 0.12320564161140027 0.4270243197563877 3.7817294597625732 10112.559 0.9353461571315013 0.11382617689882475 0.5031806366099965 3.764075756072998 False 5 3400 9.559 19.35 4900.809 0.9385669955421767 0.10758271836562833 0.40601602166506257 4.29178524017334 8845.919 0.9415027337171581 0.09752702864217419 0.4782515342241223 4.618228912353516 False 6 3500 9.534 19.86 4807.3257 0.9429355588666721 0.11348611288446675 0.4483634042745565 3.724385976791382 9138.632 0.944658148050166 0.10518742605026557 0.5133590338342394 3.8342294692993164 False 6 3600 9.394 19.79 4569.704 0.9376003335742552 0.1286891788279419 0.3946770710258967 3.9598841667175293 9322.001 0.9394307161659644 0.11944820845396606 0.4711603434972353 4.125879764556885 False 6 3700 8.654 19.11 4681.74 0.9371729422471778 0.13628657450162515 0.42919733562386025 4.233460426330566 9393.388 0.9388132622130694 0.12661346277816707 0.5031759264337984 4.472248554229736 False 6 3800 9.553 19.77 4920.844 0.9244760654765787 0.13404698803622597 0.42418189725374433 3.848379373550415 8794.807 0.9283370127635427 0.12066739356939256 0.49387709256659473 3.799434185028076 True 6 3900 9.907 19.86 4819.9653 0.9244724650496605 0.1390746234320976 0.4277732407742172 3.7646560668945312 8385.302 0.9279966374774112 0.12623142470401252 0.49665820908970226 3.7930798530578613 True 6 4000 9.83 19.76 4390.136 0.9313651455892267 0.13250401854071178 0.43289974549902704 4.090264320373535 10294.555 0.9340465674142171 0.12236340197673928 0.5007850793510967 4.355125427246094 False 7 4100 9.469 19.76 4257.0825 0.9291167668572402 0.13850912233838206 0.45267155767322403 3.7801547050476074 8979.526 0.9321850077114465 0.1264584972814542 0.512373015653378 3.9658212661743164 False 7 4200 9.643 19.29 4354.464 0.9261611416579943 0.14416494843773264 0.4474291663592611 3.7035439014434814 9222.611 0.9294209285352347 0.13148375261573977 0.5142526484009942 3.789546251296997 False 7 4300 9.173 19.89 4130.379 0.9328522239980381 0.14455691211892321 0.41533127009926896 4.188462257385254 9636.344 0.9345251847825268 0.13591477875250516 0.4961195023304039 4.45026969909668 False 7 4400 9.615 19.78 4278.936 0.9244195876840476 0.13904392335133867 0.4266302512685413 3.78523850440979 9272.995 0.9269788190204197 0.12900773445935335 0.4950462120972465 3.8484508991241455 False 7 4500 9.583 22.29 4129.228 0.9274849391784621 0.13992429013661456 0.44995082267959496 3.7591774463653564 9018.107 0.9304165340267556 0.1284902250772847 0.515516380439636 3.6825594902038574 False 7 4600 9.706 19.47 4410.987 0.917972925363815 0.15186726707151274 0.45250898299503944 3.692643165588379 8404.696 0.9231080170833845 0.1356381190649675 0.5154173563520302 3.669727325439453 False 8 4700 9.489 20.22 4457.637 0.9259592325542929 0.15126022341843873 0.4236704497359815 3.8209011554718018 8617.287 0.9292781842498551 0.13739401030416762 0.4955625901793515 3.9369380474090576 False 8 4800 9.563 19.75 4296.331 0.9208785144403209 0.15224130359726884 0.4396877530846669 3.7891454696655273 9000.197 0.9246634320342814 0.1383524615415113 0.5057845780433405 3.7735729217529297 False 8 4900 9.507 19.2 4202.0337 0.9255438183763355 0.14686960801727525 0.4311237352539932 3.798128604888916 8635.616 0.9294698642103267 0.13343655535265506 0.4873652249779254 3.9124062061309814 False 8 5000 9.464 19.75 4347.637 0.9182753460289004 0.15196983413393217 0.4508439732681874 3.676973581314087 8067.8667 0.9226509575696475 0.1369837652398 0.503940251727997 3.781665802001953 True 8 5100 10.0 20.81 4244.349 0.9176138991001194 0.15158499484859414 0.43472826820884247 3.7486274242401123 8667.131 0.922764085890906 0.13634188787175866 0.4992636049223811 3.8356451988220215 False 9 5200 9.53 19.73 3585.7495 0.9169847647911292 0.15784379988225952 0.4540056446936852 3.659069299697876 7982.175 0.9215646906654998 0.14311760387077482 0.5178022365769497 3.696392297744751 True 9 5300 9.894 19.91 3635.815 0.9119768900186116 0.16467780257320508 0.4569470007384981 3.6515321731567383 8790.751 0.9184582977232014 0.14654205000268433 0.5177084413902698 3.7270302772521973 False 9 5400 9.337 19.77 3846.5605 0.9139260367282035 0.16241582109019084 0.46673030883731526 4.208937168121338 8995.897 0.9198193767368548 0.14478096694412848 0.5282236688146535 3.990584373474121 False 9 5500 9.536 19.4 3919.556 0.9272529878007235 0.14989524534572882 0.4545913322526513 3.6954362392425537 8258.0625 0.9308591434849511 0.1364243440595468 0.5163523445615537 3.822707414627075 False 9 5600 9.645 19.72 3908.2102 0.911562106510942 0.1491514314596406 0.44784498738043854 4.033290386199951 9729.461 0.9175982052106294 0.13407782906338037 0.49430480358566087 3.9756712913513184 False 9 5700 9.545 19.14 3801.3328 0.9281246612862966 0.15096915158944602 0.4659653223038042 3.9256041049957275 9519.436 0.9323607828839863 0.1368292465874202 0.5145178762166651 4.239691257476807 False 10 5800 9.573 19.69 3509.41 0.9156366058065639 0.1744278916852361 0.4593456783072299 3.965000629425049 8559.919 0.9206446665296355 0.15726758368511307 0.5130097756806448 4.244581699371338 False 10 5900 9.544 19.45 3818.2869 0.9101677060420086 0.1627074851169372 0.4466359795593418 3.7125701904296875 7379.275 0.9173110943919411 0.14203015179860543 0.4863503093953267 3.908010959625244 True 10 6000 10.08 19.65 4512.707 0.9246038870020273 0.1617338900413742 0.44898429445252275 5.003334045410156 9380.253 0.9282455138706934 0.14588615049789636 0.48987649713125825 5.524755001068115 False 10 6100 9.571 19.73 3870.081 0.9231628153548438 0.16411839273068604 0.41971897691615023 4.670426368713379 9189.303 0.9269162180282718 0.14680697569425816 0.46397473176787374 5.137801647186279 False 10 6200 9.423 19.95 3423.8662 0.914756703802938 0.16413759760602262 0.4694677235290718 3.5973544120788574 8496.808 0.9218314843192359 0.1431926138529429 0.5272782304642198 3.6755547523498535 False 10 6300 9.559 19.84 3154.3396 0.9090795163849562 0.1764225043971183 0.4617372456757145 3.6537818908691406 8897.112 0.9169536915949809 0.1526038042419835 0.5210816973477689 3.742887258529663 False 11 6400 9.308 19.84 3831.0056 0.9068968440623467 0.17385354425602997 0.48499066185920253 3.539487600326538 8005.2773 0.9161944228285793 0.14981010921267712 0.5374417736214588 3.585031270980835 False 11 6500 9.491 19.53 3150.7212 0.9039920726950872 0.17652345075765286 0.482853445560591 3.59999418258667 8813.902 0.9135873905277617 0.15189572185870345 0.5344145567773241 3.5785653591156006 False 11 6600 9.393 19.69 3073.0225 0.8997882522724799 0.18354435068313812 0.4834925014947343 3.7169196605682373 8532.951 0.9103955588375934 0.156061672932744 0.5391391448103476 3.625093698501587 False 11 6700 9.579 19.69 3014.0989 0.9035446680762694 0.18244255051322386 0.49020143957673495 3.560608148574829 8236.676 0.9135259393373648 0.1563000843962586 0.5349568038779475 3.6293599605560303 False 11 6800 9.213 19.52 3399.0334 0.9053990605150537 0.1878832625241805 0.4932668836831633 3.9951817989349365 8263.297 0.9154041940527758 0.16051494822826906 0.532550422853243 4.349625110626221 False 11 6900 9.522 19.66 3592.3245 0.9169022782861459 0.14989527413578443 0.4516623025204367 4.069097518920898 8244.547 0.9264958367940823 0.12285044508125686 0.5057981251093309 4.02389669418335 False 12 7000 9.303 19.62 3780.3557 0.903719887773787 0.1774234579337775 0.4733786958043066 3.611771583557129 8069.3726 0.914770566300889 0.14792609489058664 0.529311133640924 3.6159141063690186 False 12 7100 9.541 19.04 3196.6003 0.9137453987798478 0.17084708724853084 0.4722068121092691 4.057187557220459 9110.601 0.9217454106560973 0.14787333636052238 0.5054589400586182 4.444250583648682 False 12 7200 9.446 20.54 3189.6729 0.9022842574439572 0.19003575706065898 0.48427853522208497 3.5901949405670166 8820.862 0.9132219387151993 0.16087304986210116 0.5314294810381636 3.6108570098876953 False 12 7300 9.612 19.48 3380.4644 0.8993377001569347 0.18867115011323443 0.49799238813994984 3.5311081409454346 8324.81 0.9109667513555619 0.15936949967983427 0.5377320948593008 3.5767664909362793 False 12 7400 9.384 19.66 3422.1008 0.8968682154490291 0.19688104385977315 0.5051580399822888 3.4506399631500244 7992.7173 0.9094575843698097 0.16502214633382215 0.5423226326105035 3.5909667015075684 False 12 7500 9.527 19.42 3210.0647 0.8973801663892617 0.17602850136364312 0.45556796663239485 3.6679821014404297 8347.578 0.9071582731157135 0.15119671404161647 0.4921194575341458 3.856816053390503 False 13 7600 9.353 19.69 3399.9631 0.9001176285424511 0.18562638919364613 0.4818043276146875 3.5432443618774414 7798.894 0.9119669517555787 0.15461388576685173 0.5299289675467911 3.6076438426971436 False 13 7700 9.537 19.31 3646.8643 0.9105919822393567 0.1684511800460823 0.4234255169511556 4.129058837890625 8772.945 0.918394988545695 0.14500711203215835 0.4962700634659573 3.9077603816986084 False 13 7800 9.532 19.03 3151.4062 0.9070062433335038 0.18966904843162175 0.46404616142968275 3.667788028717041 8845.619 0.9168312936057519 0.1601470981393984 0.5250275283743033 3.6332526206970215 False 13 7900 9.357 19.55 3177.301 0.8920453824529574 0.2010900663191486 0.48416091451144555 3.5387282371520996 8000.3096 0.9064838261552459 0.16645764253278314 0.5299990059222591 3.6188788414001465 False 13 8000 9.553 19.57 3092.1426 0.9084075853260721 0.184391759523313 0.4810742215115172 3.5552210807800293 7893.102 0.9188802705621428 0.15528651135051935 0.5344449565164345 3.5953450202941895 False 14 8100 9.457 19.59 2872.6206 0.8921118341480122 0.19512001116972402 0.5015014427634394 3.595853567123413 8297.527 0.9067264601365818 0.1618156026267308 0.5367218355298098 3.664433479309082 False 14 8200 9.531 19.97 2910.1328 0.9062032723990227 0.19029397694945502 0.48958354403234466 3.8650598526000977 8790.564 0.9160564737530881 0.16134708373136167 0.5340945731978789 4.202096462249756 False 14 8300 9.556 21.38 3057.0132 0.899046248501933 0.19678270485292343 0.49884234766066843 3.5975701808929443 8762.479 0.9123705686288849 0.16301767482294335 0.5374114724527514 3.6400814056396484 False 14 8400 9.524 19.17 2989.879 0.8998136105788815 0.2019231334865848 0.496426735013707 3.9703047275543213 8423.602 0.912816225503092 0.166915764644017 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