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 17.43 41.79 88438.17 inf -0.007285489118465556 0.07012230122785565 338.3011169433594 73126.31 inf -0.004539086071846088 0.0531289271965707 335.2717590332031 True 0 100 29.8 27.12 9719.078 0.9352312257244164 0.02616984012587213 0.09839088906334152 9.729192733764648 8255.335 0.9448787720855552 0.01843664440242689 0.05899778293105721 8.925071716308594 True 0 200 29.47 27.58 5255.332 0.9162023470031087 0.044788126553116994 0.10123980068886175 7.80003547668457 5221.5435 0.9316936012633115 0.028308563329719674 0.054146745770993605 7.014805793762207 True 1 300 30.9 28.04 4971.2446 0.9125071895649928 0.05721665319019371 0.09537145478996989 7.787799835205078 5014.4517 0.9280467866059671 0.03999128462349128 0.04535997956189043 6.956316947937012 True 1 400 29.75 28.52 4907.0044 0.9101921313151963 0.06268585064069213 0.0958742791121264 7.9839677810668945 4919.5825 0.9263726941017145 0.04330330016656425 0.04409892660812784 7.277987003326416 True 2 500 29.59 28.76 4844.0957 0.9133320125970065 0.056269404079655555 0.08419231499310283 7.856244087219238 4858.9473 0.926299441401391 0.04372583380120194 0.02575344131696484 7.140143871307373 True 2 600 29.88 28.71 4819.908 0.9110620291031635 0.06232947273542284 0.08230697550645262 12.88642406463623 4804.5537 0.9261713544033163 0.044418500949514876 0.028929055698458307 12.36995792388916 False 3 700 29.17 27.93 4497.3296 0.9067905482165767 0.07387869737706797 0.0708907633257789 8.437376022338867 4784.9316 0.9235251248197704 0.051349871958446605 0.01950078323012473 7.827704906463623 True 3 800 29.93 28.39 4294.9185 0.9025726961343375 0.08302866714122817 0.08774404958741805 8.053053855895996 4611.333 0.9202781801769395 0.05924498295805196 0.041665289724980695 7.3683624267578125 True 4 900 29.53 27.71 4071.0662 0.9007716251786415 0.08754559144737079 0.0930013829984719 7.9240641593933105 4702.6304 0.9194486462967868 0.06234780619722811 0.06011217663176272 7.136814117431641 False 4 1000 29.45 27.61 4274.927 0.905083624952497 0.07773796934072158 0.11220021148705703 7.7467217445373535 4692.2935 0.9218770645850263 0.055625266954720885 0.0706978629288297 6.908882141113281 False 4 1100 29.65 28.27 4097.162 0.9014321781427678 0.08871440135226684 0.08386207189695609 7.8910088539123535 4621.6904 0.9195993876211104 0.06407840501190047 0.04738536638437382 7.127285957336426 True 5 1200 29.53 27.36 3757.4338 0.9016073868099316 0.08688660441211077 0.05784522668403906 7.843817710876465 4743.548 0.9206114833007266 0.05868291313482882 0.009116797282939668 7.005982875823975 False 5 1300 29.38 27.72 3579.9363 0.8975117391124293 0.0982576089839113 0.06672636224556062 7.838321685791016 4480.5493 0.9178785435951516 0.06703147265044629 0.03258537918497337 7.016982078552246 True 6 1400 29.57 27.45 4290.5884 0.9150383790056873 0.0659163057555323 0.08821454870423273 8.158050537109375 5220.912 0.9303798126247105 0.04604800842496832 0.04418197397411696 7.398402690887451 False 6 1500 29.37 27.03 3730.6675 0.9069184644129055 0.07998011765493371 0.08161305514079056 8.399079322814941 4792.8994 0.9247824022129998 0.0552995083787834 0.03893300008435498 7.684361457824707 False 7 1600 29.04 27.49 3026.5298 0.8941171804738938 0.1047524699016803 0.1017423790859664 7.8262810707092285 4672.7544 0.9187344181264818 0.06448210300338063 0.07508051491783488 6.9406657218933105 False 7 1700 29.51 27.52 2878.6936 0.8922507712513507 0.10814571201966465 0.09649344468695684 7.794308185577393 4452.7725 0.9162828179768457 0.06931367764896541 0.039943767682394715 6.986588001251221 True 8 1800 29.43 27.19 2863.3127 0.892221322207507 0.11155353897499055 0.10303748845375309 7.739114284515381 4476.654 0.9171114597638595 0.06970112272528996 0.05828829511112841 6.914010524749756 False 8 1900 29.27 26.99 2723.809 0.8881410677046245 0.12172664845030878 0.0919533035329182 7.755035400390625 4482.7974 0.9156546104537816 0.07377270623087921 0.04248249663246001 6.910650730133057 False 8 2000 29.23 27.38 2614.571 0.8872575408681901 0.11950808687734336 0.07546770370621232 7.810823440551758 4538.0635 0.9154209269593818 0.0726614777683242 0.0319888067729287 6.98039436340332 False 9 2100 29.04 27.0 2673.445 0.8851870617070549 0.12646194063803462 0.12624153470474653 7.705179691314697 4489.5938 0.9157097521392595 0.07234388923551958 0.07177376938524674 6.878314971923828 False 9 2200 29.32 27.02 2482.1992 0.8829654705695108 0.1292860930330461 0.10721123996738005 7.741135597229004 4416.3022 0.9145900103829523 0.0735711162939453 0.044604694461771004 6.937979221343994 True 10 2300 29.42 27.12 2334.8901 0.8805382580686442 0.13667847042550077 0.09779869126423361 7.79953670501709 4338.8 0.9131276425025809 0.07848122381266355 0.03877565453269295 6.980390548706055 True 10 2400 29.65 27.23 2410.5278 0.879179436550093 0.14199575820292584 0.11158041952073343 7.732004642486572 4389.127 0.9136077289231256 0.07699167585681282 0.050278624763308105 6.919239521026611 False 11 2500 28.98 27.64 2419.7615 0.8785820458029946 0.14537248389751672 0.1021010152161862 7.738966464996338 4434.4756 0.9131626930097492 0.07993538362125262 0.04614770332788102 6.93070125579834 False 11 2600 29.26 27.33 2691.9004 0.8852113665893843 0.12719600843479698 0.0970109619927471 7.838682174682617 4420.2573 0.9167077774086339 0.06980848896362303 0.040932683334555596 6.999789714813232 False 12 2700 28.98 27.03 2477.1487 0.8785915096016758 0.14205440833771366 0.10523517136788664 8.015310287475586 4370.567 0.9127956456546718 0.08008175540378369 0.057205357479126445 7.261715888977051 False 12 2800 29.16 26.98 2418.479 0.8738253186776703 0.15436342695492564 0.117000372504013 7.747131824493408 4383.8926 0.9111733274057251 0.0851967755747728 0.0711962319130142 6.947914123535156 False 13 2900 28.88 27.29 2395.9507 0.8784875739956284 0.1480277269675712 0.10726051222657412 7.8188090324401855 4315.15 0.9142552661995863 0.07682331011919219 0.0454352338569081 7.037158966064453 True 13 3000 29.55 27.5 2332.9026 0.8734404020392408 0.14632425855390993 0.11557644380724572 7.725879669189453 4565.4243 0.9141841309361367 0.07319086913856127 0.07007866365096908 6.899942874908447 False 13 3100 29.06 27.41 2350.815 0.8713757978661083 0.15331784078171726 0.11191771683591992 7.757606029510498 4313.346 0.9133755827749054 0.07511052404008821 0.05238120528004846 6.928869724273682 True 14 3200 29.29 27.39 2205.57 0.8632510608116811 0.17342516357371182 0.12464529834606608 7.706933498382568 4351.9976 0.9097415425217046 0.08668777728481847 0.08037787686284902 6.871025085449219 False 14 3300 28.82 27.27 2181.4937 0.8706626845574861 0.16355951851544862 0.11356729031413552 7.825864791870117 4452.0728 0.9132948853536832 0.0784149278528187 0.06098314314134249 6.981559753417969 False 15 3400 28.96 27.32 2546.142 0.8821365562060298 0.13432681372160224 0.11572313282337082 8.372074127197266 4672.081 0.9173231743763548 0.06897703261123789 0.06269441257624674 7.631868362426758 False 15 3500 29.1 27.4 2284.8945 0.8610841771901067 0.18484451726176862 0.11690117123327919 7.718028545379639 4360.4365 0.9084256003935912 0.0911072433186696 0.06400649756156122 6.901167392730713 False 16 3600 28.9 27.51 2073.2126 0.8594924455902139 0.18882668638733568 0.12697407873039238 7.816045761108398 4272.363 0.9093800885847627 0.08937939290820131 0.07699308200226683 7.015450954437256 True 16 3700 29.67 27.44 2102.308 0.8581600965326214 0.1922434976687269 0.13162900116548884 7.696962833404541 4267.2583 0.9097609705704539 0.08794408130827473 0.0832094846078325 6.877502918243408 True 17 3800 29.69 27.28 2229.076 0.8678235004796974 0.1826905582154065 0.13127963648979 7.735414028167725 4323.74 0.9116328423318213 0.08661365883073537 0.07629589191683316 6.94987154006958 False 17 3900 29.23 26.93 2165.3875 0.8644728505958774 0.1726186297784823 0.11417615410613362 7.742093563079834 4412.734 0.9119821756882064 0.07831768593599626 0.0630995897873879 6.949660778045654 False 17 4000 28.98 27.12 2242.9204 0.8598173682521905 0.1837022602475309 0.1256410695008135 7.719413757324219 4347.5693 0.9120165809931887 0.07954308207079303 0.07614022437369923 6.927313804626465 False 18 4100 28.93 27.78 2048.5466 0.8600412912754085 0.19134688973222436 0.11890257891599891 7.713870525360107 4372.6157 0.9107125643424434 0.085944713915608 0.0706922574547507 6.898202419281006 False 18 4200 29.05 27.03 1884.3816 0.8490585381653531 0.2121629596792938 0.13923318214869446 7.742952823638916 4221.394 0.9074861018517629 0.09385307256277016 0.0897407980994395 6.904768466949463 True 19 4300 29.18 26.94 1840.9089 0.853364923392861 0.204721047151113 0.13685453268450218 7.690841197967529 4355.9155 0.9082839631559558 0.09235856959439094 0.08574500415611208 6.881555080413818 False 19 4400 29.21 27.69 1826.2794 0.8488948346036492 0.21310691447316082 0.14756547961319533 7.741480827331543 4325.394 0.9092488506263346 0.08873423621799241 0.09025182770362342 6.909234046936035 False 20 4500 28.67 27.25 1780.9943 0.849873672714632 0.22039435301140137 0.13521451384264457 7.7314982414245605 4182.7954 0.9080360987455967 0.09474383166974003 0.08712628600444461 6.933903694152832 True 20 4600 29.49 27.01 1846.3688 0.8529418816310668 0.20169133787075968 0.15153173210823861 7.864292621612549 4231.911 0.9111730433185458 0.08220116802703438 0.09411533129639227 7.056875228881836 False 21 4700 28.83 27.16 2228.063 0.863931857779179 0.17818514196926546 0.14987625181129838 7.676352500915527 4526.397 0.9163881346083529 0.072308124254691 0.09670265157874969 6.862288475036621 False 21 4800 29.1 27.83 2001.0038 0.8624795397579413 0.19665437841549724 0.1659327716511752 8.414360046386719 4412.615 0.9139560988764986 0.08153624905081112 0.10141970863548731 7.689709663391113 False 21 4900 29.01 27.57 1905.0316 0.8419520368309271 0.22293456657085284 0.16030556546583064 7.660421848297119 4321.603 0.9070312477197702 0.09368922251556568 0.09776418575751336 6.855132102966309 False 22 5000 28.86 27.0 1946.3855 0.8574021540077094 0.20665808468548424 0.15123222701112224 7.962503910064697 4237.546 0.9099075488367913 0.08977907519711484 0.08357622130079356 7.2077717781066895 False 22 5100 29.24 27.68 1889.7814 0.8451747927001757 0.22508838815605278 0.1616583750042356 7.655881881713867 4269.9844 0.9079134516504933 0.09300059012362312 0.10041188278213345 6.848655700683594 False 23 5200 28.95 27.3 2085.2786 0.856345138754511 0.19694560422344448 0.14432457565544704 7.692896842956543 4714.771 0.9131349526328091 0.08202086707131448 0.09012162644102086 6.876615047454834 False 23 5300 29.24 26.91 1816.2489 0.8449629835798514 0.23012772878589607 0.14326705452044194 7.71412992477417 4263.8574 0.9102187946258457 0.08854493597390517 0.07573989444490657 6.930931091308594 False 24 5400 28.91 26.9 1783.177 0.8374027449374607 0.2416930140700523 0.15602802718129805 7.6501946449279785 4131.4746 0.9070381047611403 0.0953962281358309 0.0862525806294223 6.866602897644043 True 24 5500 30.25 27.12 1715.6315 0.8354732254282439 0.2521746930726189 0.15909533082830496 7.645350933074951 4226.3677 0.9079439621339147 0.094948266366896 0.08646243537096805 6.863767623901367 False 25 5600 29.01 27.39 1794.0486 0.8389117335450335 0.24478111377903977 0.1588431162095597 7.71254301071167 4170.278 0.9090683619269303 0.09336100888958616 0.09989545217678959 6.935998439788818 False 25 5700 29.43 26.99 1705.1725 0.835314030234746 0.249560395990747 0.1629503416009269 7.670520782470703 4326.3545 0.9082093567087448 0.0947962488507108 0.11084290065828721 6.849374771118164 False 26 5800 29.05 27.09 1724.349 0.8293321019432808 0.2544054521548027 0.1631920227871947 8.063457489013672 4417.018 0.9084598457388435 0.09013339319104507 0.09847306079035864 7.213414669036865 False 26 5900 29.19 26.94 1697.5703 0.8355879874521314 0.25412291074102716 0.1877101004181195 7.607851028442383 4299.634 0.9078270600802935 0.09485716220946724 0.11809789407894845 6.840000152587891 False 26 6000 28.51 27.49 1707.8052 0.8269059663784114 0.2605911207862686 0.1912648047115074 7.614812850952148 4564.631 0.908635624966925 0.09125120582442105 0.12397012022166808 6.810623645782471 False 27 6100 28.79 27.62 1583.0221 0.8326905888507233 0.2710238637261949 0.1772066619013524 7.605018615722656 4164.278 0.9066503157229285 0.10161986105682942 0.11207467121586677 6.833920001983643 False 27 6200 29.14 27.16 1676.1456 0.8316883090809785 0.2588493573814627 0.17060308687582748 7.616673946380615 4048.4146 0.9056944105752128 0.09800761313716924 0.09940585359632739 6.845619201660156 True 28 6300 29.1 26.81 1622.0398 0.8271359393424247 0.26499539055676147 0.18740476050913055 7.590261936187744 4328.666 0.9076786667147684 0.09400580722494832 0.11974973314349512 6.811091899871826 False 28 6400 29.09 26.77 2018.5717 0.8487752374968602 0.21337774211039992 0.1663674191637293 7.62080192565918 4748.4717 0.9176615126642175 0.07184911033075284 0.08856369212588139 6.865034103393555 False 29 6500 28.81 26.79 1649.7273 0.8304653691487561 0.27275555976571914 0.172523101912697 7.8260908126831055 4123.8716 0.9071267655525105 0.09781757975012105 0.08468588497889251 7.124252796173096 False 29 6600 29.14 26.89 1575.0518 0.835150015122818 0.26954726067359747 0.16485234227668022 7.648988723754883 4163.026 0.9077844320292409 0.09735628103094836 0.08953629967817495 6.907364368438721 False 30 6700 28.87 26.83 1588.1168 0.8233178912824216 0.27370094746166207 0.16525985922167052 7.657575607299805 4098.464 0.9068259613457176 0.09538554280917172 0.08917522609691826 6.884546756744385 False 30 6800 29.2 26.92 1607.7694 0.8227434725614583 0.2758351860354617 0.17278936523574986 7.632261276245117 4471.3027 0.9089128111003668 0.08922152000152196 0.09394495451503984 6.892819881439209 False 30 6900 29.74 26.77 1454.8625 0.817059514260477 0.2938983961808704 0.21799033742743626 7.649787902832031 4082.7124 0.9060721089457947 0.09831385058662376 0.12038340876481125 6.9039788246154785 False 31 7000 29.33 27.68 1624.915 0.8166163793710304 0.2769818198159318 0.196662927727325 8.044960975646973 4463.574 0.9090390138096902 0.08817968034117953 0.12365576600782083 7.229248046875 False 31 7100 29.63 27.61 1600.316 0.8193457820074945 0.29709845498438353 0.23143206837904295 7.513702869415283 4061.922 0.9045223005421353 0.105171680606312 0.15111478481766322 6.76174783706665 False 32 7200 29.05 27.49 1699.3601 0.8187299258887308 0.27122162947892603 0.20157135187340017 7.574647903442383 4547.472 0.9113782519676815 0.08175770667918873 0.1113781490719003 6.833585262298584 False 32 7300 29.4 26.82 1509.3173 0.8191663179008012 0.2911419675841298 0.19838678738372698 7.538880348205566 4217.9316 0.9057880172743018 0.09712652244993861 0.12298969070753184 6.81193733215332 False 33 7400 29.12 27.19 1508.7324 0.8215016131277029 0.2944196506099116 0.2046215478548441 7.593656063079834 4070.89 0.906173672964858 0.10172948703630869 0.1320832995902354 6.823136806488037 False 33 7500 29.24 27.29 1562.9104 0.8146595719574018 0.2930784926367402 0.21983123815648936 7.558910369873047 4394.6753 0.9099728326120583 0.08768098025074049 0.1434689672309436 6.803302764892578 False 34 7600 29.25 26.77 1519.0065 0.8193080664163959 0.29167772629030525 0.21824287072929252 7.568507671356201 4400.588 0.9090074842391381 0.08917981552668917 0.13167837273381947 6.880860805511475 False 34 7700 29.55 27.52 1461.4647 0.8227073272826636 0.29470774011314255 0.22039040830995726 7.500175952911377 4338.6772 0.9089872956469195 0.09201517279146784 0.1360982165885749 6.78279972076416 False 34 7800 29.32 26.85 1421.1849 0.8152751923674718 0.2963398177135781 0.23177138138519507 7.643747806549072 4380.917 0.9088554474426841 0.08923575396891979 0.12613362442064147 7.020072937011719 False 35 7900 29.02 26.76 1458.5574 0.8070371084720213 0.314048357295894 0.24398768894426814 7.470247268676758 4278.932 0.905248126995281 0.09864465615527299 0.155760873904639 6.7482008934021 False 35 8000 29.28 26.77 1476.9443 0.8146777268553247 0.307197460478792 0.23718930468044389 7.464933395385742 4063.9832 0.9060335583321123 0.09885729634045239 0.14641800735274169 6.7631354331970215 False 36 8100 28.79 26.76 1410.1384 0.8012819544906539 0.32521555263701346 0.25248970568987333 7.448200225830078 4206.5464 0.9056154327336225 0.09849478287312455 0.14100056766774996 6.778499603271484 False 36 8200 29.02 26.78 1370.2566 0.8058620455510658 0.3221312177370863 0.2326520843399962 7.5018439292907715 4097.024 0.9068237699640965 0.09570085819806122 0.12806901334812076 6.876674652099609 False 37 8300 28.83 26.78 1486.4669 0.8045850984795823 0.31283478872638476 0.23338247319817632 7.601147174835205 4270.6426 0.9104411295593702 0.08661068339116966 0.1387457909084594 6.9009270668029785 False