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 2.303 15.36 75561.875 0.9832143991789584 -0.002168088158937649 0.08036660468627456 172.87478637695312 13678.644 0.9851442690198249 -0.004138912892212193 0.15085796631401216 175.57814025878906 True 0 100 9.486 13.67 41851.043 0.9776654034675969 0.007561389554483085 -0.4146854690047006 30.141984939575195 8733.967 0.9794773722026433 0.006016456076590267 -0.49542502926653154 28.48651123046875 True 0 200 9.818 13.74 34499.234 0.9684723388845006 0.041416587762134756 -0.49326389565902473 23.1104679107666 7827.6445 0.9701821358692324 0.0401043303952373 -0.5933337758388328 21.691421508789062 True 0 300 9.62 13.36 22087.295 0.9747339371566588 0.02153178507006046 -0.3110042835101614 27.065391540527344 8521.052 0.9768343209909187 0.0192286836143265 -0.40550683744525795 25.487951278686523 False 0 400 9.463 13.47 39077.91 0.9806938449487002 0.011014073994197454 -0.3478819681594285 19.44207763671875 11288.885 0.9826558383626047 0.009135359970713314 -0.4595772201846644 18.149227142333984 False 1 500 10.16 13.36 17354.152 0.9630083840735122 0.06255765026368429 -0.39386826267186925 8.704752922058105 7015.681 0.9637940177109274 0.0650976167867471 -0.4878084209206546 8.019057273864746 True 1 600 9.849 13.56 16896.652 0.9638727061647492 0.06404669994955915 -0.3047538115448214 8.663516998291016 7133.516 0.9647211246700523 0.0669136072618733 -0.4090529233203807 7.92698860168457 False 1 700 9.457 13.78 32581.957 0.9818861270536612 0.011964195608884603 0.21472412657649803 8.694872856140137 13175.346 0.9838012443013029 0.009855751768718366 0.27207748305220825 8.621024131774902 False 1 800 9.477 13.38 20370.219 0.9691776015795721 0.03810992441100592 -0.20525353544169228 9.04788589477539 8926.149 0.9694835135683274 0.03927872176340558 -0.3463208083360524 8.262323379516602 False 2 900 8.656 13.49 26462.398 0.9711839440610242 0.038045413982108055 -0.4582967760084981 17.38825225830078 7715.3 0.9726102068216308 0.03681169970058438 -0.5533571499159344 16.177907943725586 False 2 1000 7.766 13.36 18685.955 0.9701112920860347 0.03450303543902858 -0.36043073731890723 13.087737083435059 10106.605 0.9706291268626174 0.03529406320312733 -0.47945446501232564 12.068123817443848 False 2 1100 9.515 13.64 16040.532 0.9744691848178632 0.025670039153214707 0.26311273644017474 8.254138946533203 8163.985 0.9761189196563783 0.026217168518154355 0.2737803487785819 7.443793296813965 False 2 1200 9.491 13.61 13514.54 0.9611326768552014 0.06956091847270637 -0.46199276755729907 7.065350532531738 6988.095 0.9623538726825824 0.06957486088588245 -0.5635699588327303 6.545196533203125 True 3 1300 9.882 13.65 12921.608 0.9605938217595726 0.06576221000163118 -0.3477001116811681 6.388078689575195 7138.3457 0.9617988065813313 0.066799263763178 -0.4829196077775667 6.034956455230713 False 3 1400 9.451 13.65 13242.836 0.9576319704372912 0.07653899236565827 -0.45484444221246817 7.250669956207275 6610.833 0.9592925581071529 0.07630185624819619 -0.5402562515832818 6.77199649810791 True 3 1500 9.838 13.71 12490.236 0.9545615853862491 0.07903862214219722 -0.5139404963916219 7.177905082702637 6604.215 0.9563787249973098 0.07809059257047823 -0.5997014655952111 6.919813632965088 False 3 1600 9.524 13.59 51113.977 0.9806555241564009 0.01156278669055189 -0.39385217164846154 9.184453964233398 13283.213 0.9825179692916571 0.009848245000647852 -0.5235926250430092 8.399871826171875 False 4 1700 9.456 13.7 12756.38 0.9609400988107447 0.06120950207186367 -0.17645728102919922 6.275506019592285 6836.0835 0.9625584542259089 0.05988125713406094 -0.3185002056661442 5.796731472015381 False 4 1800 9.517 13.47 12279.61 0.9603542967948527 0.062420800409824256 -0.4335145768532413 7.095766067504883 6632.367 0.9621841251176231 0.05980160614443696 -0.5433306732499881 6.566110134124756 False 4 1900 9.416 13.62 11999.426 0.9531084232414719 0.07565295801271502 -0.47900651360284663 7.051759719848633 6509.437 0.9553330271171733 0.07315392869070096 -0.5782369389830074 6.813383102416992 True 4 2000 9.871 13.61 13802.131 0.9569915397240248 0.06533885836950173 -0.41585563853924795 6.585659980773926 6424.669 0.9591287238075316 0.06414371715157494 -0.5626815576154801 6.274158954620361 True 5 2100 9.886 13.53 12441.992 0.9537714891606711 0.07659914284710954 -0.473166851869822 6.67071008682251 6146.7773 0.9567074027624919 0.0736890625570503 -0.5690238126088711 6.324894905090332 True 5 2200 9.906 13.33 15080.997 0.956584763483879 0.06965634054748329 -0.48430051441330474 6.8038153648376465 6410.061 0.9598671303198755 0.06592355453019007 -0.5782604620048236 6.336643695831299 False 5 2300 9.498 13.7 11888.965 0.9560134475812128 0.08899110086514535 -0.3494848541338647 8.450916290283203 6291.2344 0.9587125486781006 0.08549817492023638 -0.48463220367620763 7.706305503845215 False 5 2400 9.521 13.69 11027.563 0.9509536012110731 0.08292538778464839 -0.1961419402318188 6.589147090911865 6900.15 0.9539702628340048 0.07621942803083266 -0.31480148169240746 6.046792030334473 False 6 2500 9.45 13.47 12804.52 0.9566095493310024 0.0682799738207428 -0.5205180732811613 7.212904453277588 6653.2515 0.9605251763274113 0.06131065086578042 -0.6151490646515134 6.8971099853515625 False 6 2600 9.476 13.64 10133.702 0.9464204783164752 0.09997139940192216 -0.32205250978418964 6.413802623748779 6043.9263 0.9509082122356423 0.09158232921967811 -0.45279032079303116 5.947086811065674 True 6 2700 9.886 13.72 9459.796 0.9439216446809872 0.08852207242983723 -0.4677191393731855 7.321938991546631 6330.6357 0.9484001692893658 0.0801545145907045 -0.5513029091394266 7.117532253265381 False 6 2800 9.513 13.73 10692.214 0.9512092507501688 0.08205291121275311 -0.5120369850917514 6.891292572021484 6147.1655 0.9556211712117488 0.07465996054700302 -0.6066374663827694 6.566812038421631 False 7 2900 9.454 13.44 11044.528 0.9529126969814288 0.07059640393333942 -0.27392014339451287 6.337666988372803 6272.212 0.9586146800533963 0.05965297361171972 -0.4018244488246921 5.948467254638672 False 7 3000 9.481 13.74 11862.101 0.9535422881052875 0.06733552513036932 -0.19504309971035824 6.590230941772461 6252.787 0.9578615648011005 0.06041859035014536 -0.24365094394355938 6.238567352294922 False 7 3100 9.467 13.7 10234.192 0.9385805488789228 0.10151815636555099 -0.09657208787786135 6.128383159637451 5947.6035 0.9444214133233991 0.09003092361501512 -0.11350702777000618 5.680490970611572 True 7 3200 9.82 13.48 10566.635 0.943976529258328 0.1123376124622768 -0.04815409152755704 6.221278667449951 5791.362 0.9489633114448943 0.10162207019291296 -0.05199972244302463 5.664249897003174 True 7 3300 9.902 13.43 9080.365 0.9430054694290338 0.1110394620281712 0.2550585619296564 6.4274468421936035 5873.6562 0.9485481232592631 0.10023837188580363 0.3723582174537375 5.767140865325928 False 8 3400 9.485 13.15 8999.902 0.9453574420773515 0.1093747538515305 0.2027611708260003 6.2255730628967285 5837.1387 0.9504145920556898 0.10016677413748917 0.27729668841139893 5.633509159088135 False 8 3500 9.447 13.68 9426.862 0.9428699638100684 0.09996623905389108 0.311327567442283 5.716982364654541 5871.6953 0.9488262432735055 0.0908809599835557 0.4107998614527074 5.17856502532959 False 8 3600 9.242 13.71 12218.213 0.9586794348448193 0.05620733603552235 0.32296336959011107 5.670846939086914 6954.278 0.9638653142200927 0.04640206912407724 0.4355560644631605 5.140920639038086 False 8 3700 9.369 13.38 9399.69 0.9326057669729106 0.11496197873603839 0.3372499204904677 5.608092784881592 5776.471 0.9412126882068129 0.10001707970537857 0.42520486175466654 5.0509233474731445 True 9 3800 9.867 13.43 11102.285 0.9378598320552736 0.10183187133483662 0.4417914792490966 5.1144280433654785 5660.413 0.9467472043715607 0.08675272407104852 0.524352828106482 4.481490612030029 True 9 3900 9.891 13.37 8987.675 0.9377960844703568 0.12238438413359494 0.4451925524782931 5.4605913162231445 5658.8135 0.9444171612277993 0.10929958592412531 0.5536496378680386 4.789129257202148 False 9 4000 9.495 13.45 9638.464 0.933528400011537 0.12471414611480942 0.44107300049789694 5.1783623695373535 5567.4106 0.9406844793253358 0.11093597615987297 0.54865492621128 4.535472869873047 True 9 4100 9.84 13.7 9116.596 0.9296844778187461 0.1231688996099378 0.4502121042933408 5.038912773132324 5508.623 0.9381301821470566 0.1093386482928543 0.5397590190486313 4.384383201599121 True 10 4200 9.849 13.4 9249.911 0.9312624383728606 0.13202594245898028 0.4802021165086561 4.990631580352783 5295.0474 0.9387602643437897 0.11724448111166376 0.5684302538782133 4.294453144073486 True 10 4300 9.852 13.34 8457.034 0.9250907457428119 0.13178730242118186 0.46293961065017736 4.942702770233154 5458.973 0.9358358034086893 0.11303609340713697 0.5534430738533913 4.265786170959473 False 10 4400 9.494 13.34 8042.182 0.9285301273668857 0.13265936736941528 0.48087147691635024 4.883205413818359 5593.2354 0.9375491156101214 0.11489450124274124 0.5691961981880429 4.123378276824951 False 10 4500 9.49 13.34 8935.966 0.9437774404865044 0.10715072038194275 0.49240396198123537 4.756579399108887 5834.4375 0.9495670073400225 0.09744865446255425 0.5775192711782307 3.9860377311706543 False 11 4600 9.454 13.5 9202.389 0.9314219297546047 0.12458257216833543 0.4781503302230934 4.933603763580322 5472.162 0.9396894019832444 0.10977195577000137 0.5605186414068054 4.162306785583496 False 11 4700 9.47 13.73 8974.962 0.9255342114465992 0.12945348260802783 0.48372642006108174 4.673587799072266 5288.2256 0.9348107078686284 0.11328251925730906 0.56560983218216 3.910965919494629 True 11 4800 9.813 13.71 8029.2188 0.9319085934697473 0.13769557830282958 0.490581632306362 4.713980197906494 5588.198 0.9405197446641705 0.11835187154290785 0.5834691906891747 3.9191932678222656 False 11 4900 9.479 13.67 13148.327 0.938338751825733 0.09230266422303166 0.5022334025594068 4.638915538787842 6340.1294 0.9446299851135544 0.0829874841032451 0.5776313444321246 3.9520914554595947 False 12 5000 9.459 13.61 8978.371 0.945808908034316 0.11675655124416415 0.48587886082988685 5.112511157989502 5831.1157 0.9514146392257259 0.10359736147796922 0.5632986269051219 4.467113018035889 False 12 5100 9.479 13.69 8045.7495 0.9259825909157173 0.12498722937036116 0.491957053489114 4.5786051750183105 5483.3604 0.937160579610081 0.10563391822658824 0.5677279101855087 3.7910916805267334 False 12 5200 9.483 13.76 7886.895 0.9179860238462166 0.13780745201857933 0.49978662359423226 4.519411563873291 5345.4883 0.9316881506170707 0.11467528613324905 0.5735400319469225 3.726696491241455 False 12 5300 9.479 13.4 8927.093 0.9214869608328422 0.14054798535365698 0.5038518745013805 4.54439640045166 5264.3413 0.9354345432312164 0.11469661771591128 0.5758937650442871 3.767185926437378 True 13 5400 9.859 13.69 8068.898 0.9146484072140989 0.1512319780724105 0.49413779673239683 4.560115337371826 5194.707 0.9291009108951311 0.12548732621807077 0.5710478982372542 3.7602474689483643 True 13 5500 9.838 13.73 8655.565 0.9208106188839027 0.15399248758656423 0.5037148060721931 4.575280666351318 5161.954 0.9328217878829425 0.13030195935237243 0.5816636781871816 3.8408145904541016 True 13 5600 9.87 13.73 9553.428 0.9356955586768841 0.13129040117513296 0.4963533635132332 4.5734100341796875 5529.1797 0.9432786125843706 0.11403993863471648 0.5756684970430862 3.8100779056549072 False 13 5700 9.482 13.76 9376.469 0.9160429989820537 0.14953388980066576 0.5039262411066934 4.498049736022949 5141.5093 0.9296046760097482 0.12292927097023056 0.5768250110743799 3.7037484645843506 True 14 5800 9.87 13.75 8837.482 0.9120325460624015 0.15777988898695441 0.5066806069426557 4.485140800476074 5110.4927 0.9268570709664657 0.12931183172293007 0.5798779327322553 3.692678928375244 True 14 5900 9.923 13.75 7697.0522 0.9205167147448114 0.16116021211254675 0.4992342468448767 4.580456733703613 5277.446 0.9339359022312401 0.1336509768760246 0.5763737772387163 3.833770513534546 False 14 6000 9.506 13.37 7560.9717 0.9086158866980214 0.16818635525030973 0.5131483276343242 4.450115203857422 5016.285 0.9247875226477308 0.13666243027208555 0.5838297889282125 3.66243577003479 True 14 6100 9.696 13.15 7839.6353 0.9184563061893134 0.1366014739542145 0.514955603798239 4.456841468811035 5417.9966 0.9349004144290955 0.10544359772891485 0.5858071919577337 3.661982774734497 False 15 6200 9.204 13.45 6809.455 0.9073683622259381 0.17099466920452516 0.5223634219145123 4.391843795776367 4884.8403 0.9255404103203958 0.13545783010495657 0.594730509362022 3.6337637901306152 True 15 6300 9.61 13.22 7490.589 0.9123878704292832 0.16715176964809042 0.5173077901728927 4.437961578369141 5030.8135 0.929112319198829 0.131942117193223 0.5891903408653851 3.7004151344299316 False 15 6400 9.238 13.56 7245.3833 0.9144978478725241 0.16685403265312596 0.5106549532233072 4.673063278198242 4897.1074 0.931384654150994 0.13280213480539463 0.5856792856871877 3.9964540004730225 False 15 6500 9.249 13.55 7850.0996 0.9033408174883752 0.1757550081935426 0.5177725533905323 4.4872965812683105 4792.847 0.9229313995935381 0.13933805144353673 0.5883450316145425 3.7667429447174072 True 15 6600 9.609 13.55 8147.2134 0.9089447840339906 0.17702851514585788 0.5220750896988084 4.4041852951049805 4941.9844 0.9267909839054613 0.14068393279789687 0.5948897217477624 3.6590399742126465 False 16 6700 9.483 13.82 7289.913 0.9043218279733598 0.17616566429279057 0.5214148472894492 4.414615631103516 4857.8545 0.9250886594975131 0.13676013150159888 0.5890018999450347 3.67578125 False 16 6800 9.5 13.66 7574.7812 0.921068870269155 0.16568596546811248 0.5035316397226686 4.645155429840088 5166.2783 0.9349794616606397 0.13373226075186784 0.5693183435786918 3.950448751449585 False 16 6900 9.388 13.62 7326.457 0.9199448254030497 0.16952160366321567 0.5221575111702977 4.860075950622559 5156.809 0.9357152372612986 0.13399060335104998 0.5909769032261254 4.066569805145264 False 16 7000 9.258 13.27 7772.6455 0.8960546093930101 0.18084925618650055 0.5213395482934693 4.40190315246582 4782.424 0.9206335125428821 0.13390370524588463 0.5815814759581989 3.677635908126831 True 17 7100 9.625 13.21 7661.044 0.9097163399597756 0.15540099780376757 0.5404345997530751 4.269700050354004 5964.8438 0.9268925282801745 0.11995890427229415 0.6078382458109063 3.5033910274505615 False 17 7200 9.284 13.17 7022.24 0.8970105202516909 0.18655067742402823 0.5303128742473561 4.3300395011901855 4753.206 0.9201226689793774 0.13955688058548965 0.6011648758304929 3.5519580841064453 True 17 7300 8.94 13.15 7816.086 0.9124163072208866 0.17395197543340907 0.49794697373092134 4.543204307556152 5009.3154 0.9295519179667671 0.13489678835141644 0.5707882908277057 3.7858362197875977 False 17 7400 9.247 13.48 7697.88 0.9006533721202987 0.18276717256621888 0.5279029781819451 4.376465320587158 4760.137 0.9219197040102756 0.13851787198515828 0.5922720051646254 3.6129884719848633 False 18 7500 9.444 13.56 6715.364 0.91118039456245 0.17669324668115435 0.5219921395116894 4.5909743309021 5234.884 0.928991090304591 0.13779364344928519 0.5899019541038992 3.9057247638702393 False 18 7600 9.012 13.35 8398.011 0.9094449573481854 0.1664135439692478 0.5046330310575055 4.49061918258667 4939.702 0.9276468185409662 0.12874842957488014 0.5681550923812935 3.7633755207061768 False 18 7700 9.469 13.67 8663.038 0.9374830368602364 0.15990134814148235 0.5329896429208945 4.669356346130371 5765.7354 0.9468367066213789 0.12840082504693234 0.6117607205141521 3.99090313911438 False 18 7800 9.457 13.4 7022.5513 0.898292545234622 0.1844755720128837 0.5334954167865168 4.323030471801758 4644.766 0.9202864850902597 0.14120543604682148 0.596821047313184 3.5804553031921387 True 19 7900 9.831 13.36 6558.4946 0.8927728102715804 0.1962552317694484 0.5349835288871817 4.335379600524902 4666.4106 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0.14100813938995632 0.5805451800306377 3.9319040775299072 False 20 8500 9.472 13.68 7256.408 0.9245608054958554 0.17072043432970999 0.5411605806218585 5.680142879486084 5418.0273 0.9384029232644687 0.13312844111741995 0.6015550502290854 4.88893985748291 False 20 8600 9.479 13.34 7154.482 0.8908585206715229 0.18825945279252415 0.5344437684014717 4.313182353973389 4759.542 0.918867466058561 0.1362337671817783 0.5888618632111101 3.6310365200042725 False 21 8700 9.463 13.63 6692.653 0.8842135166038827 0.20521817580096205 0.5399582410368248 4.286722183227539 4617.7236 0.9121059745893392 0.1522415502530906 0.5976600257513329 3.571424722671509 False 21 8800 9.49 13.41 6513.368 0.883185560359834 0.21289913784470607 0.5395927217383077 4.301959991455078 4462.1006 0.9130131790923669 0.1564653863144767 0.5989542130356588 3.633549213409424 True 21 8900 9.896 13.36 9842.635 0.910099161649236 0.1460230579559313 0.5228526507367489 4.461058139801025 5899.72 0.9266015678322876 0.11104503237786933 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