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 17.35 93.37 39303.39 0.9723477883129222 0.004625096588139084 0.13144725402291638 142.89453125 42879.316 0.9740597659893412 0.001196741678945399 0.14800411854675213 142.4479522705078 True 0 100 29.51 77.33 5216.587 0.964432136885448 0.032333298107368964 0.105443867650882 18.680814743041992 5033.7754 0.9638275491759485 0.03562913923043197 0.131801165194103 19.052764892578125 True 0 200 29.59 77.1 4111.05 0.949747170186519 0.06828027827741458 0.03538424506683061 5.094997882843018 4095.6975 0.9508473935548035 0.06794119596113894 0.05588182719069247 5.221384048461914 True 0 300 29.51 76.9 3929.1316 0.944146945418746 0.06803045264276458 0.017185203646520684 4.957144737243652 3855.0415 0.9429886770736373 0.07060075399946379 0.030604021273944317 5.03433895111084 True 0 400 29.49 77.48 3722.4768 0.9404812714439664 0.07745370946146873 0.02016700183843365 4.945570945739746 3778.2002 0.9388990522590128 0.08027503629401017 0.029259761989918392 5.045954704284668 True 0 500 29.52 78.18 3530.9253 0.9378245570818254 0.0848251534709417 0.012341275036699685 5.162575721740723 3651.6812 0.9366451166984701 0.08690175409449644 0.022297854603690822 5.3000946044921875 True 0 600 29.48 75.91 3191.4268 0.9324030200980785 0.09765601980558018 0.023538458433715517 4.908571720123291 3376.7798 0.9318059599341996 0.09802425621251187 0.021358595120952752 5.013668537139893 True 1 700 41.47 76.8 2983.346 0.9256548858411319 0.11554734730505387 0.030054456219408967 4.897686004638672 3232.104 0.9257469574963177 0.11478687127261501 0.019647260096249827 4.999441146850586 True 1 800 29.49 76.65 2892.5632 0.9251357656766027 0.11524762383230289 0.025264687444482896 4.8975443840026855 3246.096 0.9254564752431034 0.11397235244193346 0.012931703661478259 5.019032955169678 False 1 900 29.11 76.27 2729.6775 0.9194284350584241 0.13103161528064172 0.04622887719859048 4.91071891784668 3156.4622 0.921187725886283 0.12546376838012663 0.010626042316521044 5.058436393737793 True 1 1000 29.5 76.08 2665.567 0.9160807169196408 0.1281269326702562 0.062162343671921784 4.855754852294922 3128.229 0.9180276000929937 0.12015301703550249 0.01239259550649109 4.993569850921631 True 1 1100 29.45 75.92 2535.8218 0.911446896736416 0.1401491069085802 0.07601869057408313 4.8333740234375 3022.2605 0.9127484739265821 0.13478564675622642 0.05708211973688953 4.956620693206787 True 1 1200 29.51 76.08 2413.9536 0.9067385574574063 0.14877050816029036 0.09010689246660676 4.91783332824707 2912.5698 0.9077379500992209 0.14266618095065522 0.04899074929711262 5.0668044090271 True 2 1300 29.37 75.76 2331.8638 0.9012257803158215 0.1650487748447926 0.09648418238843347 4.871124267578125 2846.4968 0.9041397363009004 0.15589128420649692 0.07619648207783539 5.003057956695557 True 2 1400 29.5 75.94 2354.9897 0.8988372044210255 0.15590861472646247 0.10081953930589675 4.795517444610596 2981.062 0.9027162322988762 0.14538075741439224 0.1015433958484306 4.896851539611816 False 2 1500 29.08 76.04 2291.9275 0.9013071235001161 0.1653709042906069 0.17662707383633458 4.73392915725708 2874.5698 0.9058311644556734 0.15248667356370915 0.13961625137342623 4.8593034744262695 False 2 1600 29.02 76.21 2335.1643 0.8960626251632567 0.1664906982448272 0.17930289672609293 4.746671199798584 2907.9595 0.8998529961286926 0.153841450772513 0.1661415603900634 4.849018096923828 False 2 1700 29.01 76.02 2032.2676 0.8829998718928103 0.19544842771263427 0.19468473341224307 4.742123603820801 2623.8796 0.8887066043671814 0.18161717936800295 0.1941026029534154 4.8505353927612305 True 2 1800 29.38 76.03 1974.6163 0.8869390919901706 0.19837922312209125 0.1705082040519107 4.80795955657959 2581.6006 0.8921231864882982 0.18482293765106483 0.17177448617064922 4.922887325286865 True 2 1900 29.32 76.76 2097.06 0.8909230833478391 0.17990886565642963 0.2052099298492976 4.7125468254089355 2688.439 0.897623469454445 0.16275126518000893 0.21895072627470868 4.804047107696533 False 3 2000 28.74 76.07 6149.2188 0.9270604531145568 0.1023857207105386 0.20323540729617462 4.7194623947143555 6451.6064 0.9275062249446597 0.09636225401165914 0.23050425600870664 4.804922580718994 False 3 2100 29.03 76.57 2027.4895 0.8818543987870247 0.19245526975677596 0.13993208462310786 4.7565717697143555 2594.0457 0.8865899717482213 0.17617430745106036 0.13690751605727694 4.8537116050720215 False 3 2200 29.11 76.19 2027.4938 0.8823563109699457 0.19988924096092844 0.18447543183742765 4.737504959106445 2567.4524 0.8886465849373733 0.18167926680273144 0.19189310567054862 4.8406243324279785 True 3 2300 29.37 75.83 1815.4797 0.8677472214842515 0.2228943207801279 0.23177466517881096 4.740361213684082 2390.4885 0.8758912218971561 0.2008519896109503 0.23796079437628653 4.814489364624023 True 3 2400 29.3 76.15 1814.7933 0.863756982542371 0.22201518079468188 0.2539412654178034 4.675126075744629 2347.4182 0.8741094834516969 0.19687504937440956 0.2590648068177531 4.777451992034912 True 3 2500 29.34 76.27 1792.9084 0.8671548411373367 0.22024966251469377 0.2505339414683872 4.669586658477783 2357.315 0.8765489540574029 0.1954181921114898 0.2848254805754416 4.747551441192627 False 4 2600 28.83 75.66 1680.0576 0.8551237951906994 0.24110498634195415 0.2696166393573309 4.667799949645996 2292.818 0.8671774304812531 0.2142780913172328 0.29910713380572135 4.722780704498291 True 4 2700 28.82 75.7 1669.9612 0.8541085116723568 0.23800434047555047 0.2831788948796857 4.604270935058594 2274.6658 0.867005066680996 0.20936591358504617 0.29732775615830764 4.686873912811279 True 4 2800 29.07 78.32 1773.5431 0.8586580227041408 0.23115889044283985 0.2908292877416741 4.583612442016602 2404.7666 0.8715486680283223 0.19992233118208194 0.31933506690914754 4.6449666023254395 False 4 2900 29.0 76.56 1591.2928 0.853219593787467 0.24928584425570194 0.29463248097564154 4.602007865905762 2292.1016 0.8668924352977937 0.21817525208532265 0.31751843950480557 4.683557033538818 False 4 3000 28.91 80.01 1576.7998 0.8495668595084218 0.25435870309946373 0.2860587569955121 4.582076072692871 2289.9265 0.8630948665773253 0.22076318688437044 0.3156178207721278 4.644006729125977 False 4 3100 29.01 78.69 1512.6459 0.8426425820393681 0.26141060386341897 0.2997679460616901 4.653842449188232 2239.1287 0.8589768333873324 0.22489325049264355 0.32539166928148333 4.736981391906738 True 4 3200 29.43 77.17 1513.9172 0.8411371253967632 0.26141627053838895 0.30623198405726776 4.5391154289245605 2273.3035 0.8602996282793826 0.22144062475574644 0.3380840066482451 4.590283393859863 False 5 3300 28.78 77.06 1541.5557 0.8449400438917409 0.2613141835400053 0.30939502717663425 4.545718669891357 2271.4607 0.8621643260520104 0.22167488919159167 0.3449416418790926 4.6048903465271 False 5 3400 28.98 77.68 1720.2468 0.8702685055964867 0.235882432003679 0.23802123944507708 4.644639492034912 2373.1765 0.8821290803892219 0.2044104002366525 0.27120051210407 4.710049152374268 False 5 3500 28.97 78.7 1567.5956 0.8465484204671598 0.2595356079209479 0.3083483697855328 4.492918014526367 2245.5083 0.863767221696228 0.22032422512370564 0.3451125490738867 4.536618232727051 True 5 3600 29.41 79.23 1581.5767 0.8568362120303468 0.25944494746119284 0.30616260007094237 4.534085750579834 2353.6357 0.8722622261776033 0.2201293521127677 0.33577281191484487 4.5974555015563965 False 5 3700 29.06 79.09 1445.783 0.8350505775580489 0.2773773859293547 0.318547309577985 4.494000434875488 2277.6387 0.8572771908160273 0.2302849440815177 0.3441706224009923 4.556215763092041 False 5 3800 28.98 78.66 1405.8824 0.8305442574912391 0.2776219885864128 0.32688685782504756 4.466788291931152 2192.536 0.853880738244928 0.22989822153706665 0.3591566829223153 4.505310535430908 True 6 3900 29.25 76.39 1365.7996 0.8318563028918033 0.2801943095353389 0.32529342796123617 4.541133880615234 2185.4797 0.8546836978438137 0.23123949393141055 0.3518494923800083 4.616127967834473 False 6 4000 28.98 77.16 1416.6248 0.8301727305600217 0.28521937106745426 0.3310155696262256 4.646964073181152 2182.0962 0.8545592417770143 0.23366863514952715 0.35824823937877437 4.7319416999816895 False 6 4100 28.71 77.06 1504.3027 0.8345289210581778 0.27782295899516046 0.3244419329372496 4.5207037925720215 2186.9136 0.8563202735699432 0.2296622853761054 0.3423364278070446 4.603416442871094 False 6 4200 28.79 76.74 1461.4312 0.827388844608671 0.285924253631403 0.3213502202747991 4.671358585357666 2139.607 0.8509969560337083 0.2354013942706859 0.3496803558881986 4.677478313446045 True 6 4300 29.44 77.73 1474.4729 0.8286781607329571 0.2847079442493871 0.3355689841531448 4.4798455238342285 2276.1323 0.8558695189788927 0.22986224227490681 0.35765003730608796 4.55304479598999 False 6 4400 28.61 78.46 1418.4658 0.8193637869241015 0.30261115783652226 0.34123635982558254 4.46087646484375 2199.2854 0.8484705838785437 0.24388724099085382 0.36087284625684857 4.536986827850342 False 7 4500 28.69 76.25 1505.8168 0.8236036419744899 0.29237862854848007 0.3337706108016519 4.440370559692383 2173.1453 0.848607228296977 0.2391561359223319 0.36004458631381686 4.476861000061035 False 7 4600 28.86 76.92 1514.744 0.8276897074334203 0.289019047934089 0.34651484864260235 4.395718574523926 2276.74 0.8538815049250175 0.23305396441634868 0.36748371470896213 4.452248573303223 False 7 4700 29.07 76.22 1472.5957 0.8378183305735333 0.27681798239516386 0.3335226223417056 4.400709629058838 2209.6062 0.8579404360354148 0.2281070205167449 0.35490271496591275 4.455202579498291 False 7 4800 29.01 76.5 1353.2035 0.824727996732351 0.2959946687843525 0.3436268664246018 4.430105209350586 2083.7808 0.8491466682795104 0.2433339596280887 0.3676825282445457 4.4609222412109375 True 7 4900 29.36 75.55 1285.5908 0.8126734177427858 0.3065398472333244 0.34839219761052453 4.495743751525879 2090.737 0.8429383605216673 0.2459840267362389 0.37135268223580237 4.514645099639893 False 7 5000 28.83 75.63 1337.2098 0.8248126943093705 0.28667804959644944 0.34882203633703546 4.376284122467041 2179.3955 0.8536383514458599 0.22853738026803513 0.3697058421646348 4.426849365234375 False 7 5100 28.91 75.5 1275.5502 0.8266402844499474 0.30462965509181267 0.3425856875925989 4.361049652099609 2059.5713 0.8536030687776152 0.2467942387826028 0.3635192292055235 4.410208702087402 True 8 5200 29.35 75.96 1330.933 0.832104312859609 0.29887248649058024 0.3448327452229982 4.482845783233643 2144.6511 0.8581973077964983 0.24061327602874388 0.3620543619738102 4.5638813972473145 False 8 5300 28.86 75.77 1292.634 0.8173309399305138 0.3091956234156189 0.3514856483793447 4.535430908203125 2087.3066 0.8502082057868507 0.2421326351002478 0.367757799424022 4.561733245849609 False 8 5400 28.79 75.47 1368.6641 0.826912171468599 0.30667314346137664 0.35483632287851924 4.357206344604492 2168.192 0.8577193664745878 0.2394597104657825 0.3678663332642393 4.434521675109863 False 8 5500 28.12 75.65 1606.262 0.8372570683010813 0.2621952117175419 0.3290677575282041 4.5229620933532715 2439.2227 0.8634625134984033 0.2054902616121292 0.32148423397520504 4.616781234741211 False 8 5600 28.89 75.67 1388.6425 0.814838717741786 0.3000650896108103 0.36164968983849677 4.363217830657959 2056.4526 0.8435877822711401 0.24183354764358328 0.37932895802750005 4.4109697341918945 True 8 5700 29.31 76.02 1305.9813 0.8158870837018448 0.3050185801497855 0.3596382839634286 4.440073013305664 2032.4082 0.8452524718728144 0.24363875070321042 0.3743092065601777 4.523838996887207 True 9 5800 29.2 75.63 1263.1842 0.8213275516118607 0.3078378305078091 0.3532613297346371 4.508723735809326 2098.3828 0.8514345714163207 0.2438376443070054 0.36625080243858044 4.601705074310303 False 9 5900 28.84 78.13 1183.7521 0.8109959584457297 0.3175059264748614 0.3632644572447909 4.279744625091553 2012.9401 0.8435346975400824 0.2514657430320072 0.3780056396234992 4.330517768859863 True 9 6000 29.32 76.13 1153.7343 0.8100885258349991 0.31790004328411303 0.3731982859737448 4.353368759155273 2061.6438 0.8451772212081919 0.24853183656788538 0.3832612603529052 4.441588401794434 False 9 6100 28.63 75.67 1162.0143 0.8044076401235504 0.3240256997056953 0.37743084627964885 4.246318817138672 2057.524 0.8410765910449918 0.2524017614150227 0.3888741371764039 4.316445827484131 False 9 6200 28.67 75.76 1253.982 0.8117754155163275 0.31107441194844926 0.37496232840160026 4.252081871032715 2095.772 0.8456564093246545 0.24207062109601876 0.3876401316565382 4.308449745178223 False 9 6300 28.72 76.01 1349.5433 0.8327237469944538 0.30929647288006284 0.36241500079349254 4.334650039672852 2267.4922 0.8646092676963448 0.23591185296366055 0.3706541038897984 4.4033966064453125 False 9 6400 28.74 76.25 1318.5424 0.8154121188816975 0.30679714002306485 0.3521872857328167 4.3369550704956055 2179.6484 0.8491234727300876 0.23651511230280614 0.35874052870163115 4.406838893890381 False 10 6500 28.71 75.86 1228.0625 0.808549751492546 0.3210372584527516 0.3764562310041231 4.374999046325684 2055.0671 0.8451754985973304 0.24579694109997532 0.3917427588805323 4.411324501037598 False 10 6600 28.71 76.37 1254.4557 0.8140022563631285 0.32375585755102937 0.377879924580815 4.231444358825684 2073.2834 0.8487345524288481 0.2503764906499765 0.3884647407904124 4.29923677444458 False 10 6700 28.83 76.86 1220.7206 0.8046677770220348 0.3251422973459738 0.38265574841898164 4.324532985687256 2018.77 0.8425469509033082 0.24961688338792698 0.3907546120653553 4.380692481994629 False 10 6800 28.67 76.9 1254.2871 0.8054858463408197 0.32907555642312547 0.38619838878114476 4.184307098388672 2058.0312 0.8451346308075883 0.25057527191843443 0.3936498070989815 4.254977703094482 False 10 6900 28.94 76.75 1193.7079 0.7986537432455374 0.3355757608777159 0.3862574864359226 4.175337791442871 2039.1997 0.8398576561971011 0.2541457597764931 0.38848270506120314 4.2568039894104 False 10 7000 28.89 78.0 1213.5273 0.8061407289630232 0.32783391739264145 0.4011080779579448 4.243204593658447 2087.7068 0.8476878316411472 0.24404426826523218 0.4017394138887281 4.348966598510742 False 11 7100 28.83 77.77 1189.225 0.8064654839952854 0.32587776096693705 0.38698530443100626 4.33068323135376 2017.1505 0.8425849518263588 0.25074679528920973 0.3892873937090636 4.432987213134766 False 11 7200 28.87 77.36 1116.6956 0.7977107823201282 0.33948947195997753 0.40404025112563124 4.190587520599365 1977.4442 0.8407901061171541 0.2548072433914636 0.4023133724801988 4.297532081604004 True 11 7300 29.26 78.16 1150.073 0.806364604583809 0.3338846381631965 0.3999692173238815 4.247641563415527 2070.7947 0.8481225125613174 0.24728872124897083 0.4014825965068083 4.317349433898926 False 11 7400 28.8 78.3 1110.8354 0.7943260875598352 0.34896428865979967 0.40393220336671204 4.10438871383667 1970.2493 0.8390133483577731 0.26134671773415225 0.40105273256019874 4.200439453125 True 11 7500 29.4 78.41 1225.1321 0.8183012583415806 0.32186066936058444 0.3961931357765564 4.237008571624756 2216.9443 0.8587756836139275 0.23467016605215504 0.39180416391068423 4.355370998382568 False 11 7600 28.89 78.8 1136.0326 0.798551189401162 0.33616431687534803 0.40927427890522067 4.123269557952881 2074.0835 0.8419052918210592 0.24851959101593288 0.40440298860502016 4.225693702697754 False 11 7700 28.82 78.34 1108.3599 0.8004057088852867 0.3438172836686369 0.4038166754387927 4.2197747230529785 2024.5312 0.8434162205963764 0.2546595338689499 0.39946457413761405 4.338260173797607 False 12 7800 28.72 77.21 1140.0508 0.7962057989765228 0.3451293742106531 0.4041777547447187 4.246408939361572 2069.9744 0.8421781312572367 0.25176567958273677 0.3996184087053085 4.331396102905273 False 12 7900 28.71 76.61 1119.5475 0.8025526832268081 0.33703478922265195 0.40493236098822166 4.101508617401123 2068.6084 0.8430943570300059 0.2527816249673044 0.39626490018709276 4.215690612792969 False 12 8000 28.72 76.91 1089.3602 0.793952950553036 0.3405772972007885 0.4118350623374882 4.128896236419678 1995.9481 0.8393554291182275 0.25135202425782077 0.4066617221527962 4.230331897735596 False 12 8100 29.0 77.27 1085.0197 0.795881006050512 0.34628100591712035 0.40470118259586585 4.190391540527344 1980.7937 0.8400444012544781 0.2566851265152114 0.40203663901149045 4.275077819824219 False 12 8200 28.72 77.12 1038.3678 0.7943613180711642 0.34580939516175574 0.4178462695334248 4.078742504119873 2010.8346 0.8414942294116443 0.25125896201429204 0.40459891806749837 4.211204528808594 False 12 8300 28.72 77.79 1049.243 0.7917490501524967 0.3564318589364934 0.428251118304846 4.0970234870910645 1998.1669 0.8419490043979448 0.2570939532533249 0.4129118269941187 4.246419906616211 False 13 8400 28.63 76.76 1200.8678 0.8045470157733563 0.3431698890065819 0.417856595110286 4.526432991027832 2097.6648 0.8482161222803302 0.24973576022794425 0.40774757685825 4.676707744598389 False 13 8500 28.82 76.89 1177.2874 0.8044467166965382 0.3506578567404915 0.42339594768620337 4.052212238311768 2029.5948 0.8492908098751593 0.25427716044403276 0.41263065731940607 4.181167125701904 False 13 8600 28.66 76.38 1160.082 0.7980337155942306 0.3445977254703005 0.42655721920243994 4.171588897705078 2031.2731 0.8441164372486968 0.25116755273308244 0.41605667158915843 4.3152289390563965 False 13 8700 28.61 77.1 1143.4205 0.8006040297338031 0.34918437242615974 0.42130072321643297 4.115444660186768 2020.9851 0.8463002052994331 0.25351961206091167 0.4037684029223292 4.247201442718506 False 13 8800 28.55 76.95 1152.51 0.7881467447292327 0.35435712998902064 0.43548981733960374 4.092825412750244 2022.8694 0.8391255537908207 0.25302719337515905 0.4174226222274076 4.255469799041748 False 13 8900 28.44 75.95 1165.5514 0.7884467565957027 0.3534261620687969 0.4464707694905443 3.992100715637207 2117.7068 0.8402116585092263 0.2519625075420532 0.42703220865609676 4.135986804962158 False 14 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