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 17.42 54.68 22562.824 inf 0.0031095212394721527 0.048029137897488666 386.2071533203125 11767.081 inf 0.0032732671062918333 0.02148028533536228 382.2768249511719 True 0 100 29.49 38.35 1519.3269 0.9580409537302186 0.015443994124308637 0.02501644696945534 6.795218467712402 855.48083 0.960666820827594 0.014509470085018496 -0.026344974555261698 6.511849880218506 True 0 200 29.2 38.25 1298.3739 0.9538260856481678 0.03455178320259287 0.03260524470198393 6.0232319831848145 820.1655 0.9571037786244088 0.0294224072282845 -0.016938053773330495 5.633687973022461 True 0 300 29.46 38.15 1292.2909 0.954455689646414 0.03505580329911036 0.029462404843035812 6.568404197692871 865.02466 0.957590891340539 0.02947446255342893 -0.023130472083994574 6.273670196533203 False 1 400 36.84 38.33 1342.4237 0.954668945467047 0.037328570851684874 0.017833390428300715 12.20846939086914 814.9735 0.9575253261854152 0.034032753128147235 -0.03589190280535207 12.044677734375 False 1 500 29.29 38.16 1261.4581 0.9517375243590667 0.06186156991947241 0.05968197561201764 6.0075531005859375 789.8197 0.9549199670866345 0.05583050758127766 -0.0024272890101747205 5.622774124145508 True 1 600 29.66 38.18 1591.3004 0.9591632803288525 0.028609099145469934 0.025515799327756588 6.679233074188232 997.5329 0.9616045693819193 0.02543459005489786 -0.034415050659007365 6.447264671325684 False 2 700 29.05 38.18 1080.3846 0.9490075329925053 0.05964834719684198 0.0013967667261955128 6.058020114898682 808.1491 0.9528325966545019 0.05238902812321287 -0.08300516472507348 5.716270923614502 False 2 800 29.26 38.18 1075.5245 0.949551203592643 0.04970295800068709 0.08901082743268998 6.753892421722412 822.2428 0.9539215978224307 0.041082438773885586 0.00892568050926439 6.470566749572754 False 2 900 29.13 38.22 1261.3217 0.9537705870463862 0.037745998662269735 -0.0033706982193200436 6.1195173263549805 828.1123 0.9569191174457523 0.0332261131860069 -0.06033895443059273 5.729825973510742 False 3 1000 29.0 38.19 954.9771 0.9439702432856537 0.07292040153076017 0.007540824642977673 6.225686550140381 762.43195 0.948394581814646 0.06518748809129955 -0.04437894572269748 5.892860412597656 True 3 1100 29.85 38.18 963.7388 0.9450226282586018 0.07296264747146253 -0.01961820390899731 6.500121593475342 769.5117 0.9495889598316274 0.06357115338226205 -0.05308369820013032 6.187581539154053 False 3 1200 29.24 38.33 953.8593 0.9447326021925633 0.06275784534285608 0.015759551588532168 6.08105993270874 806.2878 0.9496943042803072 0.054451461230774156 -0.03115166390119618 5.674120903015137 False 3 1300 29.23 38.23 2348.4014 0.9583958215001938 0.03842156694109974 0.01006429410944029 7.524831771850586 1456.792 0.9615000903979412 0.031598597206297055 -0.0373512427977801 7.276625633239746 False 4 1400 28.86 38.19 907.73395 0.9450425618913842 0.06769273761761942 0.05843912985506002 6.066366195678711 771.5964 0.9493621879624053 0.05938004212463851 -0.03191499952462208 5.695172309875488 True 4 1500 29.44 38.15 891.6912 0.9413745931554199 0.07864980855783828 -0.07647424280022544 6.159853935241699 768.75116 0.9468970454207457 0.06691581316775186 -0.14872822838876493 5.805279731750488 False 4 1600 28.95 38.16 970.4644 0.9423420803220127 0.07544533771443354 0.0635265757676821 6.010420322418213 777.1577 0.9478148716676783 0.06375201164808549 0.013959492383230854 5.617321968078613 True 5 1700 29.12 38.2 896.9148 0.9423283282578558 0.06547333738673354 0.07450214961484783 6.12999153137207 802.56885 0.948700584865673 0.05385535652881598 0.012546997405531184 5.786008358001709 False 5 1800 28.75 38.18 921.02216 0.9457597931226956 0.06480771773305231 -0.0014086315727671376 6.233765125274658 797.13464 0.950858104197712 0.0527452173506758 -0.05123152022344005 5.926353454589844 False 5 1900 28.87 38.19 830.5152 0.9393040532619819 0.07294522918227535 0.08744085943405498 5.997600555419922 808.25085 0.9466941335130504 0.05856195102745668 0.03885736495506484 5.610044002532959 False 6 2000 28.78 38.14 2400.141 0.9518881143641958 0.05777695304513343 0.08949324073404176 6.032004356384277 1614.064 0.9563863821359231 0.04824694575143644 0.04637030535365701 5.616743564605713 False 6 2100 28.67 38.17 1204.1161 0.9521511300173987 0.051357574561524275 0.03696737130705007 6.809089660644531 978.6947 0.9566852992473005 0.04251944864240584 -0.019674303902932615 6.539242267608643 False 6 2200 28.69 38.15 804.4601 0.941090508000403 0.08520731970838441 0.01107872299236631 6.057656288146973 760.8481 0.947315280380359 0.07155032676589312 -0.05171237143395665 5.704964637756348 True 6 2300 29.38 38.16 817.1475 0.9424419331603846 0.08267166379937842 0.04185452318172759 6.183034896850586 754.6572 0.9486121889420401 0.06891485607846354 -0.026916671633951436 5.87158727645874 False 7 2400 28.63 38.19 751.63324 0.9404499344819743 0.07917546465199254 0.12830227844564135 6.013067722320557 766.42786 0.9480513320997299 0.06405993186042741 0.060870766979778765 5.637423038482666 True 7 2500 29.34 38.21 739.2055 0.9378008323260393 0.08157786479777951 0.08786177208701278 5.989035606384277 770.677 0.9464798497779253 0.06489915281959359 0.030371017701073828 5.6123433113098145 False 7 2600 28.87 38.21 810.3154 0.9361868909036686 0.08545170701171738 0.1429689951097419 6.053326606750488 777.2724 0.945377701840544 0.06709536454245099 0.09300558670257014 5.678788185119629 False 8 2700 28.69 38.15 783.45197 0.934744066659376 0.08720441192918268 0.1710257625925657 6.106063365936279 786.6699 0.9452557165914747 0.06640240694204952 0.12958437360965516 5.672476768493652 False 8 2800 28.97 38.16 747.7075 0.9309231049306446 0.10091293967036323 0.16819858303050697 6.003208160400391 757.06274 0.9420235657417257 0.07839390600256604 0.125703712510836 5.5861310958862305 True 8 2900 29.55 39.23 751.86566 0.9387888847586883 0.08705489604085515 0.03307456083042692 6.101494312286377 760.0525 0.946966045156465 0.06863693127672654 -0.023856202408014147 5.765996932983398 False 9 3000 28.97 38.2 747.2057 0.9347558840137602 0.09534127788321634 0.07773931946789574 6.025416374206543 817.959 0.9438966609749798 0.07501493249895888 0.006946327262547883 5.622865676879883 False 9 3100 29.28 38.16 717.3033 0.9353592592277153 0.09723017341184637 0.030793830079040532 6.090028762817383 748.2597 0.9449226281279205 0.07436148972375314 -0.032874503767775246 5.748207092285156 False 9 3200 29.32 38.2 773.25806 0.9355338188709369 0.09883735484885871 0.08673105136810477 6.001987934112549 742.3272 0.9454574251859831 0.07470172960943325 0.02127063692803708 5.6186347007751465 True 9 3300 29.08 38.39 727.4053 0.9304964619659557 0.10263044091800788 0.03970965723882008 6.0296502113342285 754.51544 0.9412561156607719 0.07972555468847428 0.006923112687475403 5.615310192108154 False 10 3400 28.66 38.2 750.4139 0.9287331672249829 0.10375263480616474 0.08293802913344617 6.123528003692627 787.1072 0.9409684231474895 0.07856243366306767 0.0382794169063621 5.689940452575684 False 10 3500 28.77 38.28 715.2176 0.931580468526737 0.09640861514544256 0.08479700293343309 6.0100274085998535 802.9307 0.9427039572645517 0.07289347670576915 0.025081040607750137 5.6267313957214355 False 10 3600 28.83 38.29 648.0316 0.9305828814646108 0.11496817768670753 0.05165270411008584 6.2165350914001465 735.45685 0.9411435212326481 0.08959873594917149 -0.008788658135859549 5.874754428863525 False 11 3700 28.7 38.2 671.8657 0.9331608935647305 0.09947989030418444 0.038401665847524545 6.0915913581848145 776.3492 0.9439796694190346 0.07387600857838982 -0.021390379924179723 5.675445079803467 False 11 3800 29.58 38.22 635.95276 0.9282030113656763 0.11743146708265455 0.05347289641814122 6.069009780883789 745.5617 0.9405517400477889 0.08864652116309113 0.00010757468196488834 5.703306198120117 False 11 3900 29.24 38.15 659.0481 0.9295979559138207 0.10618971907880746 0.07015671736775317 6.009754180908203 781.242 0.9417853798848106 0.07921220304353208 0.014671731499155353 5.613214492797852 False 12 4000 29.33 38.21 834.64014 0.9412786233974523 0.07748753306245618 0.05760329001808488 6.022531986236572 874.8472 0.9507157094577606 0.055166902873675226 0.0012744666920475312 5.622086524963379 False 12 4100 29.42 38.23 723.77014 0.9306553523919575 0.11218976326433985 0.02196557487432483 6.0341105461120605 755.7333 0.9417792971501975 0.0841723656900228 -0.0278733573904976 5.640229225158691 False 12 4200 28.97 38.23 677.7083 0.9256594979458039 0.10807804299820804 0.06147143882910732 6.0050859451293945 771.6656 0.9397765318811996 0.0769228881670189 0.013585583967732594 5.620476722717285 False 12 4300 28.86 38.18 856.1902 0.9412450144026797 0.07865813898214777 0.06196835648725884 6.2273945808410645 892.53815 0.9509948464861137 0.055861201072438645 0.009286072520429794 5.888370990753174 False 13 4400 29.06 38.15 605.1133 0.92751414180387 0.10658287302171049 0.05603150935785032 6.016702651977539 794.867 0.9429081405223553 0.07293325332943887 -0.0028113680650635547 5.619779109954834 False 13 4500 29.17 38.16 666.2392 0.9332289375421134 0.10036953752839443 0.06618166519535874 6.0840349197387695 762.8895 0.9455694760704441 0.07043120833811212 -0.0014385713610719799 5.732271194458008 False 13 4600 29.54 38.3 549.06836 0.9219919878797848 0.1300805518619887 0.102057881111646 6.012670516967773 762.2511 0.9389744415668148 0.09097172245021079 0.0329862561395373 5.637264251708984 False 14 4700 29.17 39.13 580.4177 0.9253976432970632 0.11833037890369562 0.05091280637376032 6.01460599899292 739.75574 0.9400694035194777 0.08472812494272221 -0.028255494647112998 5.635203838348389 True 14 4800 29.73 39.25 680.6429 0.9357786925241045 0.1020444886382518 0.08337929694789403 6.665963649749756 776.7715 0.9459833890084054 0.07497278753210995 0.007783807946697168 6.3704142570495605 False 14 4900 29.56 38.88 542.06647 0.9210446419386947 0.13123150656626761 0.10261545319405344 5.990531921386719 770.97034 0.9391099277292045 0.08887080126559314 0.021314772512790278 5.610306262969971 False 15 5000 29.48 38.57 542.09576 0.9230041860826154 0.12465499695857347 0.14308069929181652 6.098734378814697 767.33344 0.9412650285194871 0.08177548965368325 0.055324463828500973 5.749619007110596 False 15 5100 29.15 38.3 589.40643 0.926614044308327 0.12259537001040587 0.1111063950854882 6.5733232498168945 744.7582 0.9411375281636222 0.08624184276395847 0.025195543455998164 6.270854949951172 False 15 5200 29.13 38.2 508.6532 0.9161205238916829 0.13833543247790717 0.1011051146601684 6.010997772216797 763.3589 0.9365737534438068 0.09148221111555424 0.023780551345794355 5.6178202629089355 False 15 5300 28.82 38.21 500.44003 0.9177060505934245 0.14492633639159322 0.09428364492899773 6.037240982055664 732.84973 0.93744676244836 0.09631204939833907 0.0237393453400421 5.682384490966797 True 16 5400 29.65 38.19 486.05783 0.9157594168350364 0.14356944880533296 0.07064316199035192 6.014687538146973 755.5934 0.9376886249684133 0.09077820995020282 -0.011663654828588683 5.629851341247559 False 16 5500 29.04 38.14 488.95328 0.9161676534211223 0.14952010719236355 0.13860070639830457 5.975663185119629 751.7445 0.9380702959983886 0.09465987506469738 0.04264410444463119 5.6007466316223145 False 16 5600 29.07 38.17 503.00278 0.919711201868053 0.14708868638176523 0.10157596117406534 6.165487766265869 753.3 0.9397273509270794 0.09361323135634476 -0.01984342413566139 5.830532073974609 False 17 5700 29.0 38.28 479.0688 0.9160265554174771 0.14878769777438666 0.1536159314133784 5.987597942352295 756.22705 0.9391547091449408 0.09141190797686681 0.02816739626280637 5.608468532562256 False 17 5800 29.25 38.29 554.80237 0.9164846079904168 0.14003529866562167 0.16445358963653642 6.070492744445801 771.8712 0.9387593442804002 0.08656402070851392 0.07705415311927034 5.702557563781738 False 17 5900 29.3 38.33 520.588 0.9147427675384651 0.1537405417090705 0.16953012219167915 5.966792106628418 778.47687 0.9381265850650812 0.09383120559971544 0.06939524374279875 5.585813522338867 False 18 6000 28.74 38.44 498.10385 0.9082934090362896 0.1668570146757128 0.16227409940147505 5.967998027801514 772.93774 0.9364972842555231 0.09553014303561728 0.04925691047396312 5.594161510467529 False 18 6100 29.15 38.18 483.51776 0.9151182765338082 0.1534924398609713 0.1319365264212772 6.014573097229004 758.7419 0.9392043909150644 0.08998750691481379 0.026912939946208785 5.648633003234863 False 18 6200 28.66 38.18 485.09772 0.9077786044631617 0.17264951647096502 0.1568616491337853 5.983364105224609 751.25134 0.9353915858443425 0.10237224090308862 0.030865802747348545 5.619813442230225 False 18 6300 28.89 38.3 567.70123 0.9101302236217527 0.13937107769821558 0.22144161861853998 6.704526424407959 792.5221 0.9364383980628038 0.0809021303023494 0.14221423652278511 6.249113082885742 False 19 6400 28.59 38.23 484.13623 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0.8998906691636802 0.18770472547016384 0.18704739712282567 5.953785419464111 772.3225 0.9348490755985578 0.09893374465795626 0.03544782277501455 5.6028923988342285 False 21 7000 28.46 38.17 477.1719 0.8987244949028171 0.18936010496977873 0.19228980360947567 5.962243556976318 773.13153 0.9311526637310442 0.10774596475417055 0.07953300452477391 5.582652568817139 False 21 7100 28.64 38.17 463.0605 0.906957984967961 0.16762888417190758 0.203155231098936 6.01220703125 828.70764 0.9386712920992557 0.08864404933672461 0.05353885672948449 5.644804954528809 False 21 7200 28.65 38.18 444.65448 0.904190721323292 0.18240112475129175 0.21304793749504833 5.96731424331665 754.0986 0.9357816367338653 0.09984327808909761 0.09309423674873461 5.606882572174072 False 21 7300 28.68 38.17 436.9679 0.8968886452925446 0.19513092210917382 0.18666158370388097 5.941450119018555 772.20013 0.9352319534691359 0.09804900037134337 0.060700518982996804 5.588676929473877 False 22 7400 28.57 38.39 453.40582 0.9049716487671503 0.17892076765964884 0.16546589690435606 5.991822719573975 753.8812 0.9356335536289594 0.09787174915289208 0.059569459646297396 5.636809825897217 False 22 7500 28.64 38.22 426.7285 0.9066745976874502 0.18437921710282823 0.17477638190209766 5.9673614501953125 756.791 0.9369691564648274 0.10159780431253156 0.04838848822713176 5.599462985992432 False 22 7600 28.86 38.19 437.82687 0.8969751705110944 0.19649744918978326 0.22847402179433512 5.949594020843506 779.6697 0.9344499346672867 0.10080057200189059 0.08180460006259538 5.585242748260498 False 23 7700 28.6 38.23 394.14313 0.8940514985494227 0.1979229844524845 0.19882617278856182 5.969908714294434 798.5707 0.9362019901912948 0.09336752607400396 0.05672559952475517 5.604586124420166 False 23 7800 28.71 38.19 385.05667 0.8886016042588893 0.21497929739282162 0.21988947551361493 5.927721977233887 777.21326 0.9331192199600754 0.10335346506944262 0.07185415692048222 5.5828399658203125 False 23 7900 28.58 38.21 385.702 0.8886560599521194 0.21451658186316103 0.231387356655263 5.928363800048828 788.55853 0.9341316616733355 0.09992342631414249 0.06976443281445222 5.5833306312561035 False 24 8000 28.63 38.17 396.1069 0.8878015943608493 0.21608493076709742 0.24117850716178488 5.937626361846924 794.06396 0.9356052019303023 0.09665592072154693 0.08478237719985574 5.583767414093018 False 24 8100 28.99 38.17 377.12946 0.8885243807991048 0.22048793359864396 0.24804679349527958 5.907689571380615 801.08734 0.9350427818183912 0.09943730167135784 0.08505665649254557 5.578577041625977 False 24 8200 29.08 38.16 390.89883 0.8948531384431921 0.2180561580306898 0.2656662561327578 5.9724225997924805 774.5811 0.9364219858969794 0.10079104514607204 0.1018689834311993 5.645362854003906 False 25 8300 28.63 38.3 419.04944 0.8954487751438316 0.20393250981303185 0.24163182410200013 5.917550563812256 842.2333 0.9387189096941634 0.0872120283736234 0.06525157350673086 5.600123882293701 False