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 23.03 295.7 209878.23 inf 0.013322515092743552 0.09120574017023345 105.0406265258789 184755.73 inf 0.015022404476242368 0.08714425539467488 108.07008361816406 True 0 100 47.45 278.9 12409.78 0.8953087712650085 0.14698415985945582 0.0255611836369575 12.6355562210083 11477.375 0.8984985010578626 0.14343352486218433 0.03131367316589789 12.378744125366211 True 0 200 62.43 185.3 11287.251 0.8783459370011134 0.18747649749264564 -0.005704116909151642 3.0866382122039795 10551.543 0.8810795403071204 0.18673943594736997 0.006164785255929772 3.349827289581299 True 0 300 39.97 343.4 12003.582 0.8802644275723966 0.15792096941552425 -0.011212745084204213 3.074308156967163 11175.403 0.8822158749439313 0.1580648770848129 9.840929530340351e-05 3.3391218185424805 False 0 400 73.25 216.1 10244.688 0.8509386814267978 0.22397287453896503 -0.0023719214051193256 1.8437776565551758 9682.947 0.8550320221426717 0.22081850874723366 0.00955928720669103 2.34324049949646 True 0 500 48.92 209.1 10670.578 0.8597056746760884 0.20597913703363244 -0.04027451841326774 11.585640907287598 10142.37 0.8643535963493925 0.20100463646577543 -0.016072797072241497 11.375754356384277 False 0 600 48.0 221.6 9729.103 0.8433971969713501 0.2391930305142958 -0.06163051198278052 2.4113786220550537 9153.204 0.8472624543284827 0.23645642375313972 -0.029226518208434464 2.763160228729248 True 0 700 46.99 240.5 11460.351 0.8647655528291714 0.17961633245628905 -0.05414830369397053 2.7086524963378906 10880.417 0.8669434012531523 0.17798979017583597 -0.0210030255133899 3.0248095989227295 False 0 800 44.64 205.6 9995.129 0.8436381664850849 0.2299761617035167 -0.07881627897300127 2.081763982772827 9551.422 0.8490140521214231 0.22280217408498612 -0.04756544250805129 2.5042994022369385 False 0 900 48.22 186.9 8736.758 0.8243067914380228 0.27878948661318803 -0.05722413197150897 1.972091794013977 8560.352 0.8287525106638219 0.27337946558309306 -0.029276613957666234 2.423988103866577 True 0 1000 19.6 114.7 9320.979 0.8332974847947282 0.2468786904582824 -0.06271208134245887 1.9046850204467773 9131.433 0.8375247871046912 0.23910235162229082 -0.037369902449723956 2.396035671234131 False 0 1100 21.7 109.2 8614.974 0.8232179668948075 0.27673038624717655 -0.05831455314946259 2.2147302627563477 8628.699 0.8288280349943877 0.2690441071260575 -0.039428244209000894 2.618515729904175 False 1 1200 26.99 120.2 7967.187 0.8088818177444759 0.3197027823677136 -0.06452106821425481 2.0122294425964355 7948.073 0.8148496283090993 0.3111647316127167 -0.04054258509163513 2.4648847579956055 True 1 1300 15.15 108.0 8063.258 0.8116928334520896 0.3072103781684123 -0.051604970634992295 2.176664352416992 8172.3096 0.8174684921336133 0.2979249748500151 -0.033490162909488266 2.5957303047180176 False 1 1400 20.46 111.3 8256.795 0.8196464271570592 0.2861330794577902 -0.0744893124372572 2.00714373588562 8337.425 0.8252144763662587 0.2756489316957397 -0.04074425354212985 2.457580327987671 False 1 1500 21.59 113.1 8178.913 0.8199742076770252 0.29011496249584534 -0.05901904768815158 2.0900747776031494 8342.56 0.8269757331080831 0.2777700576696231 -0.026120957261494177 2.5160741806030273 False 1 1600 29.77 181.5 7697.5205 0.804529388089713 0.31243420770248065 -0.027308093398669457 1.877886176109314 7741.4365 0.8106086606246465 0.30287638274991596 -0.0040266351903436425 2.4453306198120117 True 1 1700 89.61 441.1 7376.136 0.7969446565622689 0.3316784707129989 0.00436172354901353 1.8674041032791138 7506.0938 0.8031985655459027 0.3212699839221284 0.02113748150826476 2.356886625289917 True 1 1800 106.6 460.0 7301.131 0.7958897308871983 0.3292762419682903 0.03008917365366621 1.9375638961791992 7519.9014 0.80281150093626 0.31732249759161574 0.042299888369491036 2.3947925567626953 False 1 1900 107.5 427.2 7388.739 0.8008137396801168 0.331599881593147 0.07847907643239141 1.7837327718734741 7764.2397 0.8082027867723444 0.3169252727898486 0.0853378108320816 2.337491512298584 False 1 2000 58.03 148.7 7168.2705 0.7941579262786488 0.34169220937110434 0.08408391788820287 1.8890188932418823 7384.7754 0.8006565045753018 0.3283732207753568 0.08477038477751499 2.357510805130005 True 1 2100 30.01 146.2 7859.095 0.804833423767154 0.29932421969161577 0.052237605223679824 1.8987655639648438 8074.6147 0.8115439886920506 0.2851900753344697 0.07318320727388802 2.355386972427368 False 1 2200 27.77 169.4 6962.918 0.7931666958575356 0.3406314134842728 0.0693186741565699 1.789663553237915 7330.4014 0.7999755993542135 0.32826857510303226 0.08620616036797203 2.310633420944214 True 2 2300 14.96 106.3 7252.142 0.7943354933269886 0.3190501679667329 0.041796850749367 1.8059196472167969 7738.173 0.8027471134122993 0.3035117941231548 0.07508943813419101 2.3021934032440186 False 2 2400 18.24 103.9 6907.418 0.7902173236082253 0.33977332264538596 0.14272231564754131 2.081819534301758 7420.881 0.7989424889919291 0.32263211014759524 0.14761548384820647 2.4888460636138916 False 2 2500 16.97 105.4 6459.5786 0.7786923231992651 0.3661059596023425 0.1919328883656803 1.7245135307312012 6965.92 0.7873611874883043 0.34869355233316 0.18900498044906058 2.2228856086730957 True 2 2600 16.01 97.76 6466.989 0.7789034308253198 0.3768092107128149 0.1295713804442872 2.088590621948242 7006.8755 0.7880965555623821 0.35649012337588 0.13278750588872212 2.4966650009155273 False 2 2700 18.4 99.77 6364.8447 0.769915444132881 0.37497749510987094 0.1645022929271751 1.7243821620941162 6856.396 0.7787874525284122 0.3564624446967946 0.1647477809285381 2.2428183555603027 True 2 2800 19.3 190.7 6358.9126 0.7734560319252388 0.3651055812866869 0.20382123236496666 1.7073692083358765 6917.5566 0.7829455732801209 0.34557306254523334 0.18846350648401478 2.2230820655822754 False 2 2900 10.4 92.88 6470.752 0.7782658456331247 0.3697946908446331 0.09599454455377847 1.7594740390777588 7058.426 0.7877017300057584 0.35010900889262403 0.11594269899886865 2.2837753295898438 False 2 3000 20.27 113.3 6230.5205 0.7626730437702746 0.383077624813267 0.21839875365285508 1.686555027961731 6792.677 0.7730497351990194 0.36015316079451426 0.20044731568222926 2.2289206981658936 True 2 3100 18.02 104.2 6750.4966 0.7821686043716295 0.34249962553659247 0.1708525501373163 1.7470149993896484 7296.9946 0.7926819715013349 0.3209738653970911 0.16948342732490096 2.312648057937622 False 2 3200 21.09 102.3 6482.8857 0.7679402853164438 0.36548215525146677 0.18249876437925255 1.782719373703003 6959.0967 0.7782659424660423 0.34412542800711077 0.18240515869647392 2.255547285079956 False 2 3300 19.1 98.99 6020.317 0.7612712802584337 0.38975768749218115 0.23391007953296036 1.7160232067108154 6726.5757 0.7729738696128037 0.365307938782313 0.21651532095627984 2.2986538410186768 True 3 3400 18.18 148.1 5962.2686 0.7607693034062303 0.3854520719857527 0.23842993881296173 1.6673798561096191 6768.741 0.7725906675511646 0.3603776694877719 0.21950865317369303 2.205068588256836 False 3 3500 12.43 106.8 5985.044 0.7593117237885971 0.391118025226964 0.2590718764561835 1.656896710395813 6632.5376 0.7709772458584186 0.3660102318106634 0.23564682557629754 2.186704635620117 True 3 3600 20.97 106.9 7605.1924 0.7998079840075086 0.3170821413380333 0.25831820056409593 1.690787434577942 9051.298 0.8111710029804257 0.29296710623850475 0.2230201567980796 2.282343626022339 False 3 3700 18.18 111.0 5962.0957 0.7620404359047114 0.386383604068609 0.22927045401935717 1.694239616394043 6833.316 0.7743827323595975 0.3586929205765944 0.21197681592237397 2.2009904384613037 False 3 3800 13.46 105.7 5932.06 0.7606222828861341 0.3858423793221538 0.2656623241710282 1.6664469242095947 6634.3857 0.7723097689203601 0.3594261010696456 0.24090873836242171 2.2357962131500244 False 3 3900 17.09 107.5 5878.604 0.7598217036653955 0.3905002836442118 0.25322832577795834 1.6556347608566284 6667.0234 0.7719799269639307 0.3644384552103211 0.23765494986869476 2.190295934677124 False 3 4000 18.67 96.71 5977.1167 0.7536871114676771 0.39685461419709483 0.2781297729752636 1.641640543937683 6489.967 0.7653782797969475 0.3724044940342011 0.2570248410028812 2.1577837467193604 True 3 4100 18.07 213.3 6933.5776 0.788717944712203 0.3383487585084489 0.2886827111522772 1.6538957357406616 8073.3174 0.8018086568591071 0.3095905509588688 0.25215697096164913 2.171247959136963 False 3 4200 9.603 90.75 6308.5938 0.7694451661793603 0.3677642876113757 0.2332956129400252 1.6805694103240967 6993.1147 0.780446672304014 0.34266879823160135 0.22142798258443228 2.1942384243011475 False 3 4300 26.57 122.5 5838.0723 0.7564277919299176 0.3994406030179828 0.2894538310179743 1.6286622285842896 6529.3984 0.7690578812734844 0.37103518250640993 0.26318825925714867 2.168837308883667 False 3 4400 22.27 111.4 5660.1807 0.7486004223115631 0.40501852060983506 0.2735014597192697 1.6525477170944214 6532.0635 0.7633402608096148 0.372399475971845 0.2427118766131544 2.1704211235046387 False 3 4500 16.65 104.2 5778.387 0.7584223836721976 0.40349548814543396 0.2615175999686081 1.8305565118789673 6592.482 0.7720002386241286 0.37411237199111896 0.24596780446139527 2.2726666927337646 False 4 4600 19.27 94.69 5395.3545 0.7453013960102908 0.4288614359492437 0.30471949146295707 1.633454442024231 6277.456 0.7600165720266078 0.395459622549123 0.270184828472625 2.199537992477417 True 4 4700 17.58 103.5 5763.272 0.7643272592172783 0.39476693034433585 0.05291841470068171 1.941856861114502 6636.2065 0.7770713473094171 0.3639611742863644 0.07449846807842764 2.3876547813415527 False 4 4800 17.24 97.93 5417.7534 0.7432949240156548 0.4241651104903034 0.24920747767939788 1.6687175035476685 6285.259 0.7580901978259504 0.38939939776667887 0.2214623210655239 2.191819190979004 False 4 4900 18.53 95.82 5346.386 0.7371878322090615 0.42628446626620464 0.29557273332587736 1.6515934467315674 6280.4297 0.7523659448796998 0.3913397207697897 0.259452478202906 2.236351251602173 False 4 5000 18.16 116.1 5778.61 0.7580026625094054 0.390910435383688 0.2666230318626326 1.674126386642456 6579.521 0.7707123257616134 0.36407482748505726 0.24653634974190225 2.2497549057006836 False 4 5100 13.73 100.1 5341.9863 0.7381731094319555 0.42068376225632587 0.30600394685074306 1.621038794517517 6230.2334 0.7543641713629186 0.3853871655376683 0.27842695491016606 2.1444997787475586 True 4 5200 19.34 102.3 5558.7964 0.7415525478733409 0.4098136880110774 0.31930314501883883 1.595284342765808 6360.5195 0.7578209823887959 0.3735007909686835 0.2782992553197857 2.1497297286987305 False 4 5300 18.27 102.1 5406.759 0.7428932077448014 0.4132263935779096 0.33016778497123117 1.5810478925704956 6422.619 0.7597672129685091 0.37569429587444286 0.2885601633772231 2.1304802894592285 False 4 5400 18.33 102.5 5455.404 0.7460219971025026 0.4181514989194903 0.3153975570984957 1.5985443592071533 6333.66 0.761036912887863 0.3821956490875901 0.2737757351907307 2.1338648796081543 False 4 5500 20.73 106.8 5793.1294 0.7534174183364473 0.40231890385128855 0.3241730189978725 1.609808325767517 6810.2886 0.7691300513714264 0.3666532592712534 0.2739664018597548 2.1371848583221436 False 4 5600 18.25 101.0 5483.323 0.7432225762903772 0.4196282686576989 0.2621653089050703 1.711639165878296 6300.678 0.7601386461517425 0.37975597712163717 0.23749006879878454 2.3065779209136963 False 5 5700 17.22 109.6 6667.991 0.7797350256206526 0.3613698682631607 0.28434915620822454 1.6404907703399658 8425.201 0.7966391907305777 0.32047663040501434 0.23117591852733088 2.1813085079193115 False 5 5800 19.18 102.9 5340.4775 0.7448189120170422 0.4177195633754428 0.3090528270394051 1.6100927591323853 6284.1724 0.7614367650553092 0.37889848128252424 0.2768505023708156 2.1650986671447754 False 5 5900 19.56 106.0 5114.9453 0.7336900077728765 0.43668333809512805 0.3228529802230312 1.6014546155929565 6128.185 0.7523025806110589 0.39302330371984845 0.2884745869902779 2.1625003814697266 True 5 6000 16.4 110.5 5373.076 0.743013180694668 0.4324450286725909 0.30524082910500583 1.615641474723816 6228.8794 0.7600499033459742 0.390660359483075 0.2757510222255802 2.1318166255950928 False 5 6100 17.12 107.5 5326.0654 0.7387898020352689 0.4379604283052996 0.3159350561888122 1.59859299659729 6260.587 0.7573725083995503 0.3948527661433178 0.28542878932118165 2.1344528198242188 False 5 6200 18.29 108.6 5464.7437 0.745633631158438 0.4164571567471112 0.315039150727433 1.6041566133499146 6368.458 0.7633433724078 0.37374735280293603 0.2836981596138754 2.1578469276428223 False 5 6300 19.03 104.1 5229.778 0.733219118150598 0.4329209820304702 0.3531899126159782 1.5706593990325928 6213.2393 0.7518069640484497 0.3896891291453093 0.3115367433668963 2.1255788803100586 False 5 6400 15.26 108.4 5192.1924 0.7409503497098087 0.4300056181460646 0.33341345367979663 1.623415231704712 6232.136 0.7584514541921958 0.3875709289547838 0.29375875900755766 2.2096846103668213 False 5 6500 17.93 96.3 5212.631 0.7436755731411819 0.4349909030070113 0.35657225443801954 1.5989601612091064 6288.357 0.7615644023059883 0.3897598129515518 0.3094153901046783 2.1195743083953857 False 5 6600 19.35 102.0 5331.277 0.741973367709452 0.4255284070578866 0.31185295072019686 1.6415735483169556 6261.105 0.7605292091938052 0.37935985288097906 0.2735357034061475 2.1466681957244873 False 5 6700 15.72 108.1 5310.8037 0.7388933592444614 0.4253356984669178 0.33204669480189497 1.5871206521987915 6270.421 0.7577993392274935 0.3813429680624275 0.29310935753537887 2.122180700302124 False 6 6800 15.87 96.02 5258.1294 0.7399742565089389 0.43145117398777594 0.342908570460839 1.6513316631317139 6335.305 0.7594734596540428 0.38417026377052504 0.2988542577608322 2.1462502479553223 False 6 6900 18.77 101.7 5108.9585 0.730106355858695 0.4387345621472198 0.3431894879142923 1.5940351486206055 6128.1523 0.7508295817619978 0.3900080919365076 0.3022069714072368 2.125345468521118 True 6 7000 17.64 105.5 5091.116 0.7353801567887542 0.44076379696598095 0.3036051188315779 1.614879846572876 6061.5967 0.7559045167167379 0.38945347996681806 0.2711546454764378 2.1679446697235107 True 6 7100 19.32 100.1 5062.583 0.7283178488618588 0.45357587561880697 0.3318272630520709 1.6716669797897339 5960.349 0.7494423530074893 0.40147681616767134 0.28665738449225503 2.1621484756469727 True 6 7200 18.78 107.5 5454.326 0.7601001164483449 0.422612646510407 0.348688456035954 1.6131858825683594 6468.0913 0.776989740527153 0.37839922013463184 0.2977055181290066 2.1257236003875732 False 6 7300 17.17 109.6 4992.8926 0.7294104851829457 0.44051145381270845 0.35445625699843547 1.5646629333496094 6131.6094 0.7510660264840257 0.3881920241294351 0.2972508241159304 2.1147377490997314 False 6 7400 17.69 104.8 5027.4863 0.7313819273998307 0.4291150106925089 0.33706350920752975 1.5988175868988037 6139.0444 0.7527837313144963 0.3767773987307237 0.2932182522123351 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False 7 8000 13.29 104.6 4942.857 0.7230451939163701 0.4588250360097121 0.3514948295265986 1.5906500816345215 5974.815 0.7473665887407523 0.40102525316335585 0.31433927649209914 2.1069538593292236 False 7 8100 18.99 101.5 4990.745 0.7215433854720618 0.4559255233892379 0.3073270749203139 1.6536104679107666 6126.566 0.7468186364721464 0.3988406094274347 0.27670723996718544 2.150306224822998 False 7 8200 18.21 135.2 4976.7217 0.7241560772286592 0.44958442151564093 0.33901214762484494 1.5739842653274536 6105.251 0.7469735223404042 0.39658254097938045 0.3039211975453801 2.1130802631378174 False 7 8300 11.39 105.3 4956.719 0.7223764117956148 0.4450365593690996 0.36327540369772343 1.5609201192855835 6104.35 0.7479191726021068 0.38601207254411285 0.32217625998594707 2.1310818195343018 False 7 8400 19.17 113.5 4804.787 0.7187675652777802 0.4622310397169386 0.3690591846888076 1.5468603372573853 5927.634 0.7439986890262941 0.40438977824625116 0.3290107942685388 2.0778133869171143 True 7 8500 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