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 16.69 70.24 8158.951 0.9944448666394188 -0.0045513153621154975 0.33304386120242246 316.97149658203125 9747.951 0.9950607728012217 -0.0055416268127966625 0.45066130716040026 317.8303527832031 True 0 100 29.38 61.86 1331.919 0.9926443607050806 0.008561618993100706 0.3431608239426208 8.96850872039795 1480.2849 0.9935499709173237 0.007405065561834778 0.4554613781468679 8.743504524230957 True 0 200 29.23 587.1 738.8553 0.9884164170942022 0.026522231611237453 0.367667216060758 3.4291634559631348 727.33435 0.9889090780996712 0.02629678205389405 0.48082498307247046 3.393784284591675 True 0 300 30.05 50.48 893.694 0.9888776572980892 0.02058790615181113 0.39697468931796404 3.2026240825653076 780.8215 0.9893870551467938 0.020279287384304123 0.5067605843709464 3.074928045272827 False 0 400 29.02 49.78 851.2138 0.9840933227884812 0.032608128798518606 0.3968825016886946 3.101306915283203 714.8931 0.9835972872423382 0.03520563358850178 0.5064237657871175 2.9265809059143066 True 1 500 29.19 49.27 652.45276 0.9844783236443077 0.04637696454578247 0.39975236761063604 3.0903725624084473 648.2784 0.9844780239076265 0.04773465320873471 0.508818458182205 2.8556432723999023 True 1 600 29.32 50.96 716.6129 0.9809626603550948 0.049088496339228044 0.4025553549611749 2.9827017784118652 624.79395 0.9805400515418048 0.0498098534899059 0.5110615859722548 2.6119272708892822 True 1 700 29.57 88.05 619.0734 0.9817200865377816 0.04920907330661332 0.39446047051132194 4.9851484298706055 627.4742 0.9816234305824209 0.0502670261735763 0.49873315180962297 4.833601951599121 False 1 800 28.93 49.52 870.61053 0.9800559361212924 0.04639149861757891 0.4094305141409861 2.9388980865478516 721.2644 0.98060262986257 0.04405633341486994 0.5132372685017967 2.673882007598877 False 2 900 29.27 88.22 531.2566 0.9783407227172471 0.0583211675845596 0.3984309499386722 3.2004384994506836 572.1332 0.9788319813141534 0.0573468469717007 0.5048298327722143 3.058920383453369 True 2 1000 29.84 398.0 810.42065 0.9841429300750411 0.03791627950316835 0.41243893390469644 3.2085013389587402 703.04865 0.9836595174086727 0.040214385181439286 0.5064237723056106 3.1103286743164062 False 2 1100 29.74 82.13 888.7084 0.9901960626048169 0.018117514920095463 0.41009361596825694 3.1019129753112793 1053.2688 0.991392771758281 0.015606378170428344 0.5118114513673248 2.9246151447296143 False 2 1200 29.16 54.82 564.12085 0.9790999998776709 0.054437762896912635 0.40916912815596584 2.9632203578948975 574.32886 0.9798293136764089 0.05026095956312299 0.515031245308641 2.687617778778076 True 3 1300 29.82 53.91 655.4668 0.979249923585467 0.056158676949621546 0.41422479957520136 2.958423376083374 604.0951 0.979985513434558 0.05379187825432434 0.5173179987854467 2.719292402267456 False 3 1400 28.92 47.1 663.5181 0.9818714826563728 0.04037826619762317 0.41396800240973997 2.9705450534820557 661.8445 0.98323844825482 0.036820213912725414 0.5141965312060386 2.7259886264801025 False 3 1500 29.25 51.3 602.95996 0.9757293328921849 0.06359929608101728 0.42724212936848815 2.934654712677002 555.69684 0.975859990777803 0.06188823761155597 0.5244309621267905 2.6979827880859375 True 3 1600 29.32 581.8 572.1788 0.9760056121204098 0.06887607405286522 0.42613746301681354 2.962782144546509 545.4031 0.9770738096799924 0.06523103549260674 0.5222897831286376 2.7488596439361572 True 4 1700 29.64 47.34 560.2581 0.9730545569194626 0.0722318872719964 0.42938082740085887 2.8810997009277344 526.05585 0.9746565943743983 0.06766280257310393 0.5253556599182329 2.606433629989624 True 4 1800 29.68 81.55 502.69937 0.9700999830759931 0.06885371096579936 0.4334357870100233 2.905447244644165 522.1109 0.9712814969426223 0.06578910110982981 0.5270584961911913 2.5900840759277344 True 4 1900 29.89 99.46 441.06274 0.9706795511684809 0.07099979215362512 0.45202552035905263 2.8565688133239746 529.6416 0.9734628149155367 0.06437216998862476 0.5345224507982215 2.63100528717041 False 4 2000 29.33 480.0 413.09552 0.9658343497300023 0.09000162210980676 0.46751304580981207 2.825146436691284 490.10568 0.9682018002901608 0.08341547935167558 0.5434331241334047 2.6092255115509033 True 5 2100 29.59 71.07 457.2659 0.9694672102329257 0.07988578333545465 0.4888525895758726 2.733525276184082 529.2509 0.9721470701524405 0.07121267551560319 0.5566974987832096 2.486103057861328 False 5 2200 28.91 56.91 514.3271 0.9709461866158045 0.0734010508852386 0.49017404557490624 2.6978604793548584 570.74774 0.9712928123218392 0.07069127187057944 0.5584558273748865 2.4573400020599365 False 5 2300 28.93 52.57 471.2992 0.9718504991999819 0.07050956072947723 0.5266811322437472 2.6431915760040283 582.4936 0.9738996633477441 0.06393228837849345 0.5696351127331364 2.4959003925323486 False 5 2400 29.09 46.93 451.05472 0.9646767801179439 0.08486639690067953 0.5145628611309856 2.586393356323242 538.3694 0.9668126777396232 0.07918679116310336 0.5681177871254167 2.3899447917938232 False 6 2500 29.0 47.17 671.1431 0.9824263407509639 0.050774630727308624 0.48345683872269074 2.89762282371521 642.4597 0.9834519659977564 0.04722279710111423 0.5512990530439382 2.640310287475586 False 6 2600 28.97 52.17 631.5801 0.9741918153778245 0.06451343493132515 0.5107853216175475 2.597419023513794 550.5814 0.9766585061399053 0.05845095436725904 0.5601571715143897 2.408998489379883 False 6 2700 29.14 49.46 589.10657 0.9644142171805355 0.09547056200080559 0.5327450648265072 2.6064200401306152 471.5569 0.9670310432703155 0.08745386165703342 0.5794698115306217 2.4436440467834473 True 6 2800 29.63 71.45 587.0225 0.960341832608668 0.09441734462869858 0.52423742406422 2.600811719894409 480.3773 0.963596672674656 0.08495557525357746 0.5750602179020896 2.3863420486450195 False 7 2900 29.04 50.48 609.1374 0.961355660722672 0.09039065832569756 0.5399148275751586 2.518012762069702 489.8664 0.9647618041890197 0.08177774121771084 0.5813912339905439 2.3580455780029297 False 7 3000 29.0 47.57 560.4273 0.9641620311679808 0.08757453876623376 0.54563341319259 2.5566837787628174 495.69745 0.9668115405439063 0.08040966628312772 0.5876475825767054 2.366326332092285 False 7 3100 28.87 48.94 523.87463 0.9629607033494779 0.09571357820876598 0.5477332096639869 2.4568417072296143 489.24503 0.9655924946463276 0.08753678586900498 0.5907056335330773 2.2798683643341064 False 7 3200 28.89 65.52 530.98737 0.9589393806885635 0.10265473792296359 0.5507009658028642 2.5119683742523193 479.71094 0.9627034516973544 0.09159738127120103 0.5900192800072203 2.361142635345459 True 8 3300 29.55 64.25 524.5203 0.957828884411866 0.10673515325203772 0.5459227529120365 2.6143932342529297 472.1377 0.9622899104708077 0.0944856342285922 0.5911700375780462 2.4544875621795654 False 8 3400 28.97 48.5 556.1861 0.9629559540845088 0.09178026966289894 0.5627934551805842 2.767550230026245 503.25684 0.9675602156736692 0.08138002700314476 0.5989357500893844 2.6368937492370605 False 8 3500 29.04 233.2 534.82825 0.9748548898346578 0.09203240679417518 0.48514967007854765 2.776927947998047 552.3707 0.9760143125508712 0.0840132591907135 0.5637230034372603 2.47112774848938 False 8 3600 29.38 73.4 496.19485 0.9592493465711046 0.10426118091873712 0.5355399124785558 2.5260279178619385 458.62372 0.9629604821057521 0.09183247783321513 0.5841734899641828 2.3448281288146973 True 9 3700 29.72 50.99 514.4949 0.9667466843539247 0.08607353482293308 0.5642600702352516 2.5020320415496826 512.19403 0.9710100983799382 0.07224635657540623 0.5957513982193321 2.380467414855957 False 9 3800 29.33 65.57 543.6172 0.9673365700990424 0.09504602346345795 0.5506046372308904 2.616783857345581 492.89774 0.9700404863581157 0.08378552851758354 0.5909724078664099 2.4664218425750732 False 9 3900 30.58 57.84 510.95758 0.9634151038988509 0.09395422164447428 0.5718802636409617 2.9010508060455322 503.16666 0.9682731962905591 0.07800894443202286 0.6046692205224041 2.771862506866455 False 9 4000 28.99 85.59 621.75275 0.968369201911547 0.06534241814083627 -0.14034717685351245 3.8918468952178955 698.9488 0.9705728914127097 0.05944038821221936 -0.07935529516648945 3.9105336666107178 False 10 4100 31.83 347.7 414.479 0.959449542791264 0.10152702872138902 0.40894003644435384 2.9843380451202393 465.95816 0.9641102671771467 0.08834984535107147 0.5179488878171743 2.73121976852417 False 10 4200 29.38 55.15 600.3734 0.9624556520808074 0.09575908254235099 0.4349518331435526 2.9073634147644043 507.69073 0.9666020673349573 0.08412456284045206 0.530752291129592 2.656136989593506 False 10 4300 29.4 281.0 431.29526 0.9645262233445906 0.10834013004687348 0.45546955675217526 2.793440103530884 480.75314 0.9661029597938284 0.09926128520417139 0.5428363893618148 2.524954319000244 False 10 4400 29.61 134.2 419.34 0.9620216318500502 0.09005552051244547 0.4963018127326834 2.8431308269500732 491.12918 0.9676064356817136 0.07678986116874345 0.5650703124995232 2.6459567546844482 False 11 4500 29.26 61.32 427.63705 0.9516944206150629 0.11049990464656216 0.5201468242867636 2.6471781730651855 454.41446 0.9584261063768006 0.09204392608019306 0.5816243298893211 2.4413394927978516 False 11 4600 29.01 69.28 426.76297 0.9540772310411813 0.1187726805749205 0.5456925819088367 2.481652021408081 449.2441 0.9597188414093453 0.10101804961540847 0.596122668226737 2.2887401580810547 True 11 4700 29.59 395.3 391.91705 0.9481321574375972 0.12436912226958327 0.5571126207432546 2.5690524578094482 444.28632 0.9562767345732514 0.10311418048591015 0.5981125790426176 2.4156668186187744 False 11 4800 31.03 47.89 372.88885 0.9498130780681814 0.11768214513523986 0.5775387973075182 2.4717516899108887 450.191 0.9593464852343543 0.0936619688253995 0.613304600379318 2.3043437004089355 False 12 4900 28.71 135.5 395.19757 0.9550918643300883 0.1181022927074022 0.5651468165862845 2.3940885066986084 439.85434 0.9607932085453135 0.10026626392558381 0.6046699316307845 2.233025312423706 True 12 5000 29.85 53.56 362.04517 0.9490846674563985 0.12413957699538507 0.5699381954960475 2.369166851043701 424.9186 0.9572280167238608 0.10345155551725155 0.6045278055098726 2.2238831520080566 True 12 5100 29.63 50.65 421.82962 0.9660696002733488 0.11751808933567351 0.5101711988036035 4.677404880523682 494.58994 0.9702653644249596 0.09899840847186465 0.5684309210684665 4.5354905128479 False 12 5200 29.01 49.8 354.78946 0.9499578720668076 0.12243621624399315 0.5511356078407466 2.5428671836853027 446.78168 0.9576574819549684 0.10093820323860442 0.5968753436521588 2.3280887603759766 False 13 5300 28.8 48.59 399.40616 0.9483290239616647 0.1111141424301332 0.5282459970376767 2.6775705814361572 472.7547 0.9564892557013457 0.09209864469654896 0.5786460905537101 2.5171120166778564 False 13 5400 28.84 64.55 356.99344 0.9462949957929309 0.12818109744612846 0.5812552737899178 2.352848768234253 440.29932 0.9561371875485127 0.10251298415848575 0.6118430283958174 2.227360248565674 False 13 5500 28.96 49.42 362.79672 0.9550436008843353 0.12034072535215436 0.5353678081774512 2.5078558921813965 462.41635 0.9608162981983035 0.10038228164401541 0.5928898861177708 2.290010929107666 False 13 5600 29.08 47.22 340.03134 0.9487521268930965 0.12579804112041568 0.5749689871497472 2.363964080810547 438.89267 0.9583921415013437 0.10015616398581866 0.6123617701622506 2.2135353088378906 False 14 5700 28.92 48.79 325.50473 0.9460563730566036 0.13515176152631173 0.5847264643556974 2.3926942348480225 442.13794 0.9569202876338598 0.10666167807366438 0.6209923348221876 2.2582573890686035 False 14 5800 28.83 48.66 330.8759 0.9470575045208883 0.126564339414779 0.5925206269098906 2.302121639251709 468.53894 0.9595426650530119 0.09540604958229365 0.6240585666023152 2.1755104064941406 False 14 5900 29.0 50.2 308.94836 0.9385725814413984 0.14522177102512712 0.5905087041618644 2.311056613922119 423.18796 0.952797322492944 0.11186446778621358 0.6207041434100301 2.173124313354492 True 14 6000 29.34 49.14 318.40598 0.9394625072305625 0.1376854135336461 0.5894209493715384 2.3931238651275635 426.9472 0.9537218179879663 0.10511436135886143 0.6207963805369603 2.274341106414795 False 15 6100 29.13 81.39 311.8602 0.9341020808300067 0.14423640473107197 0.5939721959248362 2.499063730239868 426.283 0.9506447486774653 0.10825601240612316 0.6230698468940179 2.329885721206665 False 15 6200 29.2 48.1 306.5507 0.941287311222529 0.14581314110475607 0.59105664553578 2.288959264755249 439.62924 0.9549893813766653 0.11141705114933974 0.6241466879773508 2.150075674057007 False 15 6300 29.14 51.1 299.16946 0.9377182634113611 0.15189371461877585 0.5956913579530544 2.455862522125244 432.49084 0.9534273612424228 0.11316865769231746 0.6232894445405711 2.3563015460968018 False 15 6400 29.22 50.04 296.08026 0.9337905597481845 0.156046374132549 0.5945101464617308 2.2757489681243896 426.79428 0.950838354098611 0.11515146505272221 0.6206150860443251 2.1648285388946533 False 16 6500 29.47 50.34 268.37415 0.9347250187439989 0.15495015424918784 0.5895214170815846 2.2990026473999023 437.925 0.9514970843455887 0.11427431666895524 0.6175307248334636 2.182135820388794 False 16 6600 28.84 48.88 269.3899 0.93415742831088 0.15631622192230252 0.5906950942438447 2.288585901260376 445.53836 0.9526382534686465 0.11175872346019936 0.6151973280762726 2.184307336807251 False 16 6700 28.94 52.74 340.64395 0.9561988129339692 0.129083890765608 0.548128071440863 2.5028085708618164 475.38483 0.9626427724457528 0.10420284427489904 0.5953927606148908 2.284977436065674 False 16 6800 29.22 53.8 281.8493 0.9417051890009159 0.14348329842843327 0.5904607561426266 2.3522093296051025 451.34097 0.9550852371336681 0.1088847531629317 0.6180671133282938 2.2260425090789795 False 17 6900 28.96 46.69 295.2503 0.9385529059758095 0.1515071770608748 0.5986175768504735 2.270433187484741 442.68787 0.9544391905815841 0.11121288665601947 0.6236170775830399 2.165839195251465 False 17 7000 29.39 48.2 298.1999 0.9428913510989352 0.143225142362176 0.6051771766013637 2.2859511375427246 469.55927 0.9577499682957555 0.1045172486169223 0.6275876998757788 2.200950860977173 False 17 7100 28.78 47.56 354.48193 0.9308617733688029 0.16449956016026412 0.6016026075266372 2.2831125259399414 433.47736 0.9489177988046222 0.12180738492033669 0.6254122374108922 2.1887571811676025 False 17 7200 29.17 50.36 405.41568 0.9453627323390098 0.13693569814462017 0.5842568624783843 2.3238584995269775 431.19452 0.9545463452353545 0.11304593155768908 0.6165143878963151 2.193687677383423 False 18 7300 29.2 50.49 367.98346 0.9334842887703301 0.15500530716435326 0.5975604496278786 2.264371395111084 406.1567 0.9498329272483373 0.11716661992324744 0.6216167447507306 2.1651551723480225 True 18 7400 29.47 47.85 358.9995 0.9305352721382506 0.15829290620412023 0.6036845856354481 2.236524820327759 418.52274 0.9492172906259249 0.11692590005397581 0.6274198339319194 2.1371140480041504 False 18 7500 29.14 91.13 328.37042 0.94597013378728 0.1433648440573779 0.5669299291560923 2.4797048568725586 446.86893 0.9563487388962133 0.11247222662129737 0.6096178752711233 2.2611522674560547 False 18 7600 29.16 47.54 328.24713 0.936416171867441 0.15530688103824433 0.5961747187920724 2.2920169830322266 429.15298 0.9521608138464059 0.11561396893548796 0.6256829534163297 2.1592226028442383 False 19 7700 29.02 47.02 321.61722 0.9376517933682956 0.15163776690203246 0.6012679231840663 2.3303005695343018 422.54276 0.9532925735705714 0.11180360577630116 0.6290876259248466 2.2280142307281494 False 19 7800 29.28 63.01 302.93658 0.9373389352863266 0.15383222824109355 0.6071209639936685 2.3139514923095703 443.60654 0.9540192552225161 0.11219819206636877 0.6261446227035402 2.2459828853607178 False 19 7900 29.02 49.64 292.02097 0.9348972703038754 0.1477157512645213 0.6010947303943341 2.317786931991577 433.0482 0.9506380889746212 0.11063357842910554 0.6319106676160053 2.201577663421631 False 19 8000 29.12 62.23 277.5648 0.9365420444380355 0.15463806323506993 0.586012822536163 2.3237555027008057 422.0264 0.9527331586381544 0.1144112057685399 0.622549904996713 2.1784675121307373 False 20 8100 29.04 70.0 335.80032 0.9290497074396259 0.15486458138939868 0.5994610209020867 2.4674060344696045 458.1212 0.9496938749732589 0.10938559676751294 0.6279180662096728 2.3653910160064697 False 20 8200 28.74 47.51 307.8015 0.9438306202733192 0.14694706814359748 0.5971594862021934 2.3199870586395264 449.16693 0.9564835593254138 0.11228212801296515 0.6219303095846449 2.2216620445251465 False 20 8300 29.03 46.75 307.44424 0.9359684008015998 0.15277096668731224 0.5967180870969077 2.5293877124786377 441.46378 0.9534522936732686 0.10963232830419929 0.6228741059781392 2.4378013610839844 False 20 8400 29.15 47.0 292.91357 0.9361805839983449 0.16598408041359045 0.6092424107785438 2.2250702381134033 429.89215 0.9531565022669014 0.12235047322355645 0.6278776212324179 2.1475236415863037 False 21 8500 29.07 47.44 285.71573 0.9287215374254859 0.16971968026937545 0.6118777392987841 2.208899974822998 408.192 0.9493472995278404 0.12174363627031708 0.6301260493451506 2.128147602081299 True 21 8600 29.47 49.41 463.17004 0.9315794465909628 0.16264349130670452 0.5857003795481324 2.3187239170074463 408.01492 0.9485640152149744 0.11851010595156924 0.6223283576959764 2.1505444049835205 False 21 8700 29.2 49.84 449.1415 0.9263516172073347 0.16680501222790373 0.6039487792841246 2.241621971130371 412.5521 0.9468163859775526 0.11882280033462292 0.625126697739745 2.1516225337982178 False 21 8800 29.21 49.08 385.01257 0.9328154013072444 0.15763117402974566 0.6079471757380911 2.228856086730957 441.485 0.9537285175376637 0.10795755811242289 0.6273484035700276 2.1473422050476074 False 22 8900 29.03 67.91 355.10086 0.923260259908644 0.17757179213161722 0.6133590295520641 2.208728790283203 410.25784 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