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 5.646 44.65 43063.984 0.9785223706016146 0.004284169803792274 -0.3232632087749184 184.53343200683594 42889.152 0.9794469283334954 0.0009379184758676158 -0.3445014393140511 183.63961791992188 True 0 100 10.24 41.88 4738.661 0.9744035292546913 0.021164429770851208 -0.4453438073647946 16.602596282958984 5668.3823 0.9737606196644732 0.024186552850209722 -0.47944390550381066 16.989748001098633 True 0 200 10.24 42.08 4532.363 0.9648736498743341 0.052514571717957224 -0.438251259786661 13.96107006072998 5050.559 0.9661362219286426 0.04824543476588266 -0.47387176452948987 14.314899444580078 True 0 300 10.21 41.8 4113.83 0.9633935120402147 0.05840976032767838 -0.4307579038945014 5.288863658905029 4703.9307 0.9630778395312134 0.05955900104598747 -0.46525556556910413 5.447432994842529 True 0 400 10.36 41.71 4944.5317 0.967342416590758 0.04255692160672425 0.39016833198818196 5.060682773590088 5778.922 0.9661236346846975 0.04555743596246123 0.41787443474336416 5.195043563842773 False 0 500 9.539 40.97 4033.1284 0.9628754032288487 0.06059832095977569 -0.4217878975018536 9.990408897399902 4642.606 0.9633342043978252 0.05835129730075192 -0.45843706773490767 10.286685943603516 False 0 600 9.685 42.18 3926.8079 0.9603767106247846 0.06574933442117303 -0.44214880287551106 7.321828842163086 4642.778 0.9611687881748717 0.06277926904365805 -0.47635429481081526 7.6052374839782715 False 0 700 9.84 42.08 3511.5234 0.95782572530278 0.08516323762979931 0.42587488261809464 4.449129104614258 4319.719 0.9580898579363805 0.08334726690052413 0.45679544612870776 4.515642166137695 True 0 800 10.24 41.35 4696.8003 0.9607205135283423 0.06150989279607672 0.39678724688195455 6.654571056365967 5429.6973 0.962643294634645 0.05571356395973337 0.4239037679926344 6.862060070037842 False 0 900 9.925 42.45 3542.7673 0.9562957369293198 0.07674299450808504 0.30999035638438466 4.8447794914245605 4315.853 0.9574249880658092 0.07219194621116638 0.3231865037713544 4.964293479919434 False 0 1000 9.759 41.84 3641.6255 0.9539295065897764 0.07500451766857237 0.4285792898351009 4.133892059326172 4392.1377 0.95551618969885 0.07008067577539881 0.4587751905439382 4.134255409240723 False 0 1100 9.798 40.75 3209.7656 0.9500079024084721 0.09699999250149698 0.4352613764733114 4.100637435913086 4010.1338 0.9511715974788214 0.09259038981170001 0.46568209398501154 4.047606945037842 True 0 1200 10.23 42.01 3368.726 0.958921328575285 0.08365399858775427 0.4233099916380371 7.429891586303711 4370.164 0.9590311473276183 0.08222763474098373 0.45345664237142946 7.660762310028076 False 1 1300 12.15 40.88 3394.9092 0.9541210935559215 0.08359579513313319 0.43697580206098496 4.787492752075195 4319.7705 0.9557491303781515 0.07687902497742613 0.4668155092021384 4.891173839569092 False 1 1400 9.667 40.89 3051.6545 0.9471917674688272 0.09660674278647366 0.43799088802205305 4.075522422790527 3927.7195 0.9480609877222116 0.09251521124094167 0.4690726050990751 4.000005722045898 True 1 1500 9.901 42.16 3173.954 0.9477308961168791 0.08341185467762932 0.4296596613493789 4.2313103675842285 3985.923 0.948835442016757 0.07973550440319302 0.4588739688952576 4.24889612197876 False 1 1600 9.645 41.83 3657.1868 0.9554230896116395 0.07422640451912667 0.1681929567178515 12.60317611694336 4595.6714 0.9577638538364526 0.06717521046767573 0.15240513203759054 12.935992240905762 False 1 1700 9.814 40.84 3074.9321 0.9503890771158716 0.08498152595617273 0.4078654098254271 4.3948798179626465 3770.7852 0.9524796895083913 0.07807108919595633 0.4314802062790782 4.449129104614258 True 1 1800 9.407 40.73 2888.9653 0.9501867367797837 0.08996716872052539 0.41646199084532126 4.392346382141113 3857.357 0.9508559864870754 0.08787554145069583 0.445920068032827 4.450352668762207 False 1 1900 9.723 40.74 2817.7888 0.9464694804603193 0.10123225436805557 0.44485156209982357 4.14093017578125 3779.515 0.9475397147642499 0.09721068561652214 0.47593223013980995 4.139130115509033 True 1 2000 9.889 40.68 4810.378 0.968413010745545 0.04671027127758082 0.45322971067488466 6.56049108505249 6643.746 0.9675609999748901 0.0488061618633699 0.48489787264929035 6.755207538604736 False 1 2100 9.647 40.66 3343.3052 0.9560499329219568 0.06964155845379098 0.426740453434696 4.217614650726318 4586.299 0.9556337723898276 0.07042243307494266 0.4573965066544136 4.243619441986084 False 1 2200 9.785 40.67 2708.0042 0.9416710212357446 0.11537556245807058 0.4340706179209751 4.114382266998291 3641.616 0.9441018486279127 0.10622510212437529 0.46565622517761596 4.1000237464904785 True 1 2300 10.37 41.48 2623.3647 0.937436315509203 0.12016671223186659 0.44550630402861435 4.005035877227783 3544.6184 0.9403402282107262 0.11087274583788026 0.47660589773950535 3.9772987365722656 True 1 2400 10.35 41.53 2681.215 0.9388013552973165 0.11797244198324539 0.46957248770294663 3.8931217193603516 3503.2505 0.9413580240660581 0.10972293873561538 0.5020671879377407 3.838207960128784 True 1 2500 9.855 41.43 2780.8782 0.9424505207070357 0.09805799079118173 0.44945103943764536 4.021061897277832 3712.2178 0.9432260758211292 0.09555899706978545 0.4799576860339857 3.948259115219116 False 2 2600 9.64 40.97 2552.3274 0.9336912122663954 0.1271485663183186 0.4687960618659601 3.9178638458251953 3413.515 0.9372160416060445 0.11603276335223169 0.49965891732139617 3.893982172012329 True 2 2700 10.19 41.49 2486.832 0.9323640628702269 0.12876515858735016 0.46492744308286366 3.903271198272705 3317.9019 0.9353577722241054 0.11884254212898997 0.49555341728885904 3.836352586746216 True 2 2800 10.22 40.74 2524.2844 0.9275871278401869 0.13697568514677586 0.47964712586860137 3.9153850078582764 3278.2441 0.9319794263349571 0.124043209203903 0.5111009282902316 3.8723044395446777 True 2 2900 10.02 41.52 2598.723 0.92780046937602 0.13177756450149739 0.4910974280796368 3.848677158355713 3377.3376 0.9330633308496189 0.11753118357284814 0.5206629641441785 3.8363583087921143 False 2 3000 9.73 40.59 2445.826 0.9278886997562183 0.13620916378069456 0.5065634675955664 3.7713277339935303 3318.8303 0.9324933637285285 0.12340274752797009 0.5365431546772961 3.7513535022735596 False 2 3100 9.792 41.1 2678.8403 0.9416502054959172 0.11137845063343163 0.47521380486492676 4.056922912597656 3678.3015 0.9448963372167903 0.09976297137043333 0.5057714692219476 4.072987079620361 False 2 3200 9.645 40.58 2510.2888 0.9275493511136633 0.1314084537477775 0.4762798072717989 3.8975417613983154 3511.0444 0.9333624056858065 0.11527126560015814 0.506862658247196 3.879718065261841 False 2 3300 9.793 40.65 3447.48 0.9524930598989031 0.06951336017565171 0.43787279967886333 4.970484256744385 5081.145 0.9526323669502802 0.06803352852483462 0.4682537597271665 5.0954766273498535 False 2 3400 9.356 40.63 2279.1504 0.9251911878076677 0.1405355314096474 0.4987772759114107 3.755866527557373 3244.9434 0.9301838969266493 0.1272471898122538 0.528321826302328 3.665085792541504 True 2 3500 10.1 40.85 2517.9878 0.9322721928344425 0.11480063812416942 0.5041775059252565 3.800132989883423 3489.8823 0.935992309319886 0.10513186307355304 0.5336138623202077 3.789851188659668 False 2 3600 9.813 40.99 2273.3438 0.9178623437529692 0.15437986945270352 0.5240525271726391 3.690037250518799 3150.6921 0.9255863517611318 0.1348104198156259 0.5549408285513969 3.582653522491455 True 2 3700 10.1 41.15 2259.315 0.9224636629879619 0.14521022434922332 0.5254733286648463 3.639789581298828 3081.6938 0.9282608488416015 0.13003885372932159 0.5550414151025304 3.5989575386047363 True 2 3800 10.21 40.92 2573.5361 0.9416227701667875 0.12309916300941158 0.5029355722439106 3.727318286895752 3600.3562 0.9438476327521763 0.11368661543368319 0.5341579154507904 3.645237684249878 False 3 3900 9.515 41.55 2344.3823 0.9291072004168944 0.13776673353211266 0.4527998018696177 3.9656453132629395 3316.8047 0.9334035783187905 0.1236172394568232 0.4840312639886872 3.925112009048462 False 3 4000 9.793 41.23 2425.4482 0.9291014271238683 0.1369133183959575 0.48315722785621634 4.261290550231934 3427.33 0.9332935084518732 0.122406928291421 0.5146602790315493 4.319573402404785 False 3 4100 9.81 41.18 2250.714 0.9208724728953557 0.15652682393321485 0.504928144648438 3.7347238063812256 3254.0579 0.928050903340542 0.13756248777132946 0.5367817711193671 3.6537859439849854 False 3 4200 9.78 41.3 2267.0337 0.9273041223773563 0.14345996556188728 0.5093912993457155 3.72224497795105 3255.1343 0.932865238088055 0.12716894569445097 0.5395826482849013 3.6882848739624023 False 3 4300 9.855 41.25 2876.719 0.9410059765377387 0.09738476304448485 0.47856641912065084 4.647128582000732 3941.6318 0.9425442182555791 0.0912612522946108 0.5058131444336273 4.749297618865967 False 3 4400 9.537 40.54 2236.1233 0.9251195043778666 0.1455738189938073 0.5022738742783023 3.9622161388397217 3238.3726 0.9320854800877886 0.12477115324106924 0.5320282381746789 3.979475975036621 False 3 4500 9.762 40.74 2143.1265 0.9145364304965152 0.16033405449342297 0.5287127547034957 3.6281485557556152 3188.128 0.9233089651601817 0.1385159627316217 0.5595716552519955 3.587719202041626 False 3 4600 9.788 41.16 2059.2622 0.9140595436551315 0.1635659398333739 0.5363165633241861 3.8445987701416016 3042.9932 0.9225863585465808 0.14130175272925855 0.5679860479788046 3.6716105937957764 True 3 4700 10.13 40.59 2315.7004 0.9089298441105014 0.15516107670290655 0.5274792037195819 3.6009023189544678 3253.7266 0.9192691382204444 0.13209960312889893 0.556751623349213 3.5411746501922607 False 3 4800 9.614 40.56 2189.755 0.9242724150798853 0.14719970266781846 0.5116834053225455 3.7966692447662354 3196.5273 0.9297857516564635 0.1303174965414881 0.5420499308918486 3.7858598232269287 False 3 4900 9.814 41.74 2098.4133 0.9176984608804707 0.15309109230487522 0.5258773694582811 3.6449034214019775 3206.2373 0.9246062151823924 0.13482531068971024 0.5577499994364886 3.5226354598999023 False 3 5000 9.767 41.27 2216.7466 0.9248404451400638 0.1545072603403881 0.5249633256634746 3.712975025177002 3332.1882 0.9297454595024622 0.1396932632353716 0.5575284240105439 3.69316029548645 False 3 5100 9.827 40.61 2101.71 0.9120815865358524 0.1670641772670239 0.5393841584021493 3.5609593391418457 3142.823 0.9201011497873135 0.1478314565296896 0.5702634313991571 3.4730546474456787 False 4 5200 9.794 41.28 2010.5043 0.9039167694088289 0.18073615977851215 0.5412546772313409 3.563406467437744 2982.373 0.9134119747991062 0.1575912115599774 0.5711955973174199 3.520226001739502 True 4 5300 10.1 41.46 1922.4569 0.8994484472773573 0.19278231110493843 0.5584214036268828 3.434997081756592 2970.6062 0.9097599727060522 0.1682163151750774 0.5899058007713794 3.3459887504577637 True 4 5400 10.31 40.57 2014.7306 0.9119507112239806 0.17645852329445963 0.5597436705294132 3.775695562362671 3054.8167 0.9194447608713201 0.15435498891891355 0.5911969410748696 3.805248737335205 False 4 5500 9.821 40.54 2072.7695 0.9062423479139553 0.16807945575492889 0.5434134358748459 3.9067227840423584 2967.5273 0.9157329165116268 0.14476125106704207 0.574105755708442 3.9378316402435303 False 4 5600 9.847 41.14 1946.7756 0.8930852452333181 0.20150932865588778 0.5686161746576839 3.454658031463623 2801.9795 0.9054113707660857 0.17146790527241138 0.5999971686723514 3.3914666175842285 True 4 5700 10.07 41.61 2506.9202 0.933613819209379 0.11844090317900399 0.5054678522843957 3.7701547145843506 3351.1042 0.9371946174552167 0.10752611703206846 0.5372520052724071 3.7274534702301025 False 4 5800 9.644 40.6 2038.1626 0.9080498951296633 0.16945982913843924 0.5259077919933886 3.9705471992492676 3009.5623 0.9171242839418414 0.14546584790897307 0.557341526099032 3.8464834690093994 False 4 5900 9.804 40.95 2190.9485 0.9283381075980587 0.16473184873378757 0.5383203155177709 3.583916187286377 3204.6956 0.9330362468276621 0.14779450608365538 0.5698535554008227 3.537600040435791 False 4 6000 9.771 40.45 2113.8298 0.9169035308391534 0.15148065287484017 0.5562470617602822 3.483372449874878 3167.7615 0.9223195648752649 0.13599045789223113 0.5871319300132289 3.433096408843994 False 4 6100 9.744 40.93 2125.3955 0.9239488271126877 0.16765070919294292 0.5596904724386123 3.5258800983428955 3163.063 0.9286106275563749 0.1510596756639505 0.5918370945746609 3.4720208644866943 False 4 6200 9.61 40.54 1904.8397 0.8998929775226115 0.19628311360997666 0.5532519460209063 3.558664560317993 2824.9192 0.9087501334861211 0.17370548859524937 0.5842099017009026 3.4170331954956055 False 4 6300 9.751 40.45 1958.8552 0.9093847378797522 0.18268388580205572 0.4851935208836804 4.263807773590088 3095.0835 0.9175750557443662 0.15769427926895713 0.51359369919648 4.3261542320251465 False 5 6400 9.714 40.74 1887.6377 0.9016334281006736 0.19784302941925938 0.540524587733459 3.663668632507324 2908.8447 0.9110577268295922 0.17231236786666473 0.5695930771490665 3.5241823196411133 False 5 6500 9.888 40.5 1916.2444 0.9109774562720256 0.19332177961010708 0.5623502818678927 3.990663766860962 3075.5332 0.919095857277763 0.16770622587267164 0.5938686904511545 4.050685882568359 False 5 6600 9.831 41.17 1849.4744 0.905493487731398 0.20121082159097337 0.554343235565084 3.4965860843658447 3054.0098 0.9151377575928131 0.17484303180806882 0.5852351556437674 3.420718193054199 False 5 6700 9.772 40.56 1734.4694 0.8914953464222705 0.2071595102248613 0.5628344141890071 3.4401934146881104 2902.9934 0.9037109687714316 0.17726610581651944 0.5927870007406676 3.383326292037964 False 5 6800 9.651 41.61 1881.1489 0.9015374665433289 0.18681822500440512 0.5450838419169057 3.605397939682007 3078.7864 0.9112561249715195 0.1622573687251994 0.5757636843072527 3.5576672554016113 False 5 6900 9.817 40.66 1852.212 0.9007578178700786 0.18426932983529326 0.5591953973602585 3.4675512313842773 3028.7224 0.9112970750712731 0.15784543068359205 0.5898102649201928 3.380948781967163 False 5 7000 9.808 41.41 1813.216 0.8959682733341868 0.19892638339993657 0.5732227045471948 3.382047653198242 2988.7263 0.9075024820317541 0.16921596374606224 0.6033805260723892 3.3196473121643066 False 5 7100 9.803 40.54 1860.911 0.9012388626902735 0.20498272325801287 0.5601795783270317 3.5709567070007324 2881.623 0.9115765513239071 0.1755868546836689 0.5896461221574517 3.5581068992614746 False 5 7200 9.703 40.74 1814.4904 0.8920918722926086 0.2071769566514798 0.5869492740998046 3.385268449783325 2901.26 0.9055338945275069 0.17209140924208247 0.6166633446636898 3.2449252605438232 False 5 7300 8.841 41.23 1809.6716 0.8984953159158273 0.19626822384454817 0.5706032428430117 3.3870744705200195 2962.2344 0.9101566317842498 0.1640140423471635 0.5996263077649867 3.3348782062530518 False 5 7400 9.487 40.47 1834.4323 0.8987646729444245 0.19693560993350126 0.5520527946835413 3.886451482772827 2947.0874 0.9103588018269322 0.16622561837532757 0.5807499331658144 3.932898998260498 False 5 7500 9.734 40.54 1702.8591 0.887792752782226 0.2181436972546151 0.5668302721068059 3.4678986072540283 2813.6897 0.9010815023926313 0.18488897358301673 0.5948263256693377 3.447502374649048 False 5 7600 9.584 40.47 1777.5126 0.902064193427365 0.20271924930481586 0.5601016964285984 3.45239520072937 3037.218 0.9126374195166937 0.17246137300112024 0.5895355478620206 3.4011056423187256 False 6 7700 9.529 40.4 1754.733 0.8871162299944071 0.21441957801716474 0.5751947002905574 3.516584634780884 2901.5684 0.9018611419260371 0.17803428514582822 0.6057184939786071 3.517426013946533 False 6 7800 9.797 40.51 1675.707 0.8824451623377891 0.22744818363917366 0.5788541506184934 3.329989194869995 2768.388 0.897940567028109 0.18918426859203266 0.6094648952559185 3.244826078414917 True 6 7900 10.16 40.51 1758.3041 0.8945464450723603 0.20784716520584207 0.5821579095828352 3.3466389179229736 2933.8918 0.9066125804531465 0.17450830402739387 0.6124083478529029 3.2459065914154053 False 6 8000 9.72 40.45 1864.7555 0.9062216467030123 0.2096306726484624 0.5764400493430776 3.364013195037842 2991.558 0.9164503737808242 0.17808453393962936 0.6077909439677681 3.2737441062927246 False 6 8100 9.604 41.07 1729.6105 0.8884076534947548 0.21606062246334087 0.5781673081090627 3.513537883758545 2918.3225 0.9021958216466821 0.17988769645566102 0.6065746560004527 3.5097062587738037 False 6 8200 9.603 41.13 1771.7196 0.8825205344193294 0.21704738861395517 0.5844688023109957 3.723236560821533 2906.9949 0.8984949530544016 0.17893405787859754 0.6131939231132779 3.533132553100586 False 6 8300 9.831 41.25 1748.5465 0.8854772501887024 0.22053473069440307 0.5957388856093785 3.333465814590454 2861.6594 0.8999324175358613 0.1832723593449991 0.6232019852215983 3.2303903102874756 False 6 8400 9.785 40.62 1673.1986 0.8802539117011647 0.22766145166580914 0.5897077805608202 3.2939531803131104 2752.5793 0.8965251532882589 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