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 67.6 3172.5874 inf 0.004205536119753034 0.07542538739757647 568.29736328125 3596.2546 inf 0.0037210656439956363 0.030598283200840598 563.5738525390625 True 0 100 29.26 51.8 287.5588 0.9695350908075641 0.03253431466273283 0.0684674398392129 4.2532639503479 331.67188 0.9711764431189852 0.029723861174023272 0.018533504891721685 4.279440402984619 True 0 200 29.76 57.54 246.87074 0.9588080631677243 0.08579339536149173 0.07428355436518268 4.2535719871521 286.14264 0.9607629710413511 0.08139486925396508 0.02550975963132233 4.283926963806152 True 0 300 29.58 53.69 242.50523 0.9558749551908869 0.09135377681132378 0.07249800268841634 4.255957126617432 283.29144 0.9583082557887957 0.08518250370911595 0.021965189860725907 4.294946193695068 True 0 400 29.62 51.59 244.2948 0.9552978106419425 0.08225625766186138 0.06930153905879406 4.251606464385986 287.71045 0.9576852670930028 0.07674496464259592 0.019434956336100206 4.278972148895264 False 1 500 44.61 51.43 234.87785 0.9509693563073548 0.10277907495393578 0.09636208796682669 4.25563383102417 279.10147 0.9537690130042481 0.09602819879069938 0.04791149834699756 4.270648956298828 True 1 600 29.33 51.14 231.66045 0.950380832785118 0.10822896736288673 0.0708804924193659 4.254423141479492 276.24155 0.9534389094114528 0.09933767106299676 0.021122075011535835 4.300602436065674 False 1 700 29.02 53.77 228.6494 0.9493255238876893 0.10926442167944492 0.08236203212291891 4.298846244812012 275.0347 0.9524672952346837 0.10069690561983603 0.03276052134286337 4.359573841094971 False 1 800 28.88 51.94 284.3785 0.958580052550697 0.06556960414521927 0.07195484936804235 4.252598285675049 342.27127 0.9608689211406897 0.06100447674576588 0.02214793037632701 4.295449733734131 False 2 900 29.12 51.79 230.31155 0.9549572437806413 0.08288308650574994 0.062245423686183084 4.256842613220215 283.6246 0.9579807951572096 0.07417985445419215 0.013222000180638674 4.295098304748535 False 2 1000 29.15 51.11 225.71432 0.9534797747386795 0.09071820826002802 0.08825806493071714 4.259510040283203 281.03152 0.956714705201206 0.081339757465341 0.04219571020362483 4.294170379638672 False 2 1100 28.98 51.3 217.62454 0.947159400251283 0.11281452416840847 0.06322712019977374 4.253537654876709 272.7353 0.9512458848721422 0.100879457077576 0.014243231536890765 4.2921223640441895 True 2 1200 29.59 53.83 211.48883 0.94547056326224 0.12027140941687695 0.08048676514690398 4.256474018096924 270.05124 0.9496025451795814 0.10878655589370145 0.03584157703494492 4.2907185554504395 True 2 1300 29.42 51.78 229.72997 0.952014756702012 0.08119137057694083 0.07531816986943843 4.254832744598389 292.9728 0.9562795218779573 0.06974640496366512 0.027622871438269615 4.29304838180542 False 3 1400 29.16 51.6 218.78307 0.9506827033953522 0.09533151834788195 0.07450616938299963 4.251949787139893 280.1247 0.9547680511457252 0.08364567475804671 0.027765677319041344 4.294101715087891 False 3 1500 28.83 51.52 207.49568 0.9458675876440928 0.12101315022238388 0.08509518565541008 4.248246669769287 270.425 0.9503171057483845 0.10830540562276483 0.040200968949157166 4.271125316619873 True 3 1600 29.64 51.83 212.48512 0.9469870565572128 0.10378243269365156 0.08940329698892883 4.244552135467529 278.98087 0.951660869829778 0.09235129811868013 0.04487792246942818 4.276767730712891 False 3 1700 28.98 52.97 208.3276 0.9444559229476838 0.11972380867808824 0.12947564335508638 4.244523525238037 274.35846 0.9496476648247052 0.10495170479181742 0.08669330036608834 4.279487133026123 False 4 1800 28.64 51.96 199.27301 0.9417555703026753 0.1361449708900528 0.09704796680259657 4.258490085601807 264.999 0.9476407521793886 0.11805862798694682 0.05732731588206198 4.295235633850098 True 4 1900 29.24 52.24 197.74442 0.9386952068431398 0.13510105536426048 0.06995268243476503 4.278787612915039 263.6711 0.9450291610881543 0.11760251898680538 0.02905039895999274 4.287271976470947 True 4 2000 29.04 51.05 221.108 0.9461511449556573 0.09906758060051143 0.06367264967775199 4.274462699890137 285.0094 0.9518757258646843 0.08374399817206264 0.025757798083362312 4.32365083694458 False 4 2100 29.13 52.63 233.05278 0.9480543236167213 0.092907821885519 0.08782862348207733 4.245179176330566 301.88535 0.9530030535250547 0.08008029449299309 0.049899800700121885 4.275569915771484 False 4 2200 29.37 52.13 198.55734 0.934919300807469 0.15503532343102194 0.08630317934395208 4.248893737792969 270.85657 0.9417516652953472 0.1337966345729161 0.05642251988134988 4.271072864532471 False 5 2300 29.01 52.37 204.54436 0.9409240296641628 0.12801474355303488 0.08056735875472798 4.306370258331299 274.86145 0.9472883954672515 0.10953124809708178 0.038490214447627465 4.30526065826416 False 5 2400 29.27 51.51 195.98422 0.9388489905815952 0.13943266990230346 0.07166861424601581 4.251110553741455 263.60266 0.9461359884970355 0.11622445394435897 0.03316773919758759 4.274375915527344 True 5 2500 29.59 51.49 190.90327 0.9350983420570569 0.15168235866107618 0.08676706929740088 4.258436679840088 263.2505 0.9431273434910743 0.12753466261121124 0.049917899533760274 4.29214334487915 False 5 2600 28.98 51.84 197.14912 0.9378473994828265 0.13389935800551891 0.08330412643636904 4.249263763427734 275.38214 0.9464912360187054 0.10833034415589902 0.045063118920458924 4.276259422302246 False 6 2700 29.11 51.35 208.07458 0.9475005955095421 0.09838744968955321 0.09200570192580627 4.250194549560547 276.13788 0.9526890458744571 0.08259908953336792 0.05847468419121893 4.270193576812744 False 6 2800 29.16 52.32 214.93036 0.9435966006575066 0.11023549594378713 0.11280830856161869 4.243472099304199 291.6666 0.9499510166307817 0.09267481031269789 0.07565338530261527 4.2626495361328125 False 6 2900 28.89 51.31 193.67595 0.9389530001709268 0.13393438566794943 0.07058484379928702 4.252442359924316 270.68192 0.9466159601881623 0.11044073338378088 0.03506231521217807 4.286063194274902 False 6 3000 29.03 51.16 187.45222 0.9293514972321857 0.15488457942313988 0.08741827924503943 4.254425048828125 263.53293 0.9382225862548448 0.12928573195651522 0.04869045338731082 4.269482135772705 True 7 3100 29.52 51.71 187.33415 0.9333002917050085 0.14254846702411247 0.05233138752860304 4.256466865539551 264.16113 0.9424325058150821 0.1151299152130188 0.021400850279884934 4.280588626861572 False 7 3200 29.09 52.81 214.96571 0.9367040443237293 0.12981753168993074 0.05677859016813818 4.290521144866943 296.16812 0.945714114766994 0.10384653074979773 0.017846807063405468 4.341547012329102 False 7 3300 29.11 52.03 181.96494 0.9309982024095881 0.16303621526644566 0.04879792493925978 4.258534908294678 265.267 0.9412450326802466 0.1298672726370789 0.01116533016563199 4.281429767608643 False 7 3400 29.24 51.44 179.86209 0.9301381955129836 0.15921953284215604 0.04955818152710979 4.321369647979736 258.80774 0.9407582604770962 0.1272786065674124 0.01166951777559702 4.318066596984863 False 7 3500 29.05 51.4 190.22983 0.9376698962573613 0.13928159308833069 0.05107876122807109 4.270585060119629 267.90488 0.9464879911743151 0.11088625250784936 0.015234087562554385 4.310149669647217 False 8 3600 28.96 51.03 189.4613 0.9326705799474986 0.15619347803558203 0.03631021006659475 4.261954307556152 262.59927 0.9417469914934131 0.12813281112623243 -0.003106747782562421 4.298342704772949 False 8 3700 28.83 51.78 186.0394 0.9292668183764025 0.15684657826925244 0.02581826166623398 4.2640228271484375 263.6103 0.9406270244062824 0.12428587477676864 -0.0062724412786296455 4.2908782958984375 False 8 3800 29.03 52.19 185.3562 0.9295345392914913 0.16500588618338055 0.04809965816573561 4.259288787841797 265.58078 0.9394899870365513 0.13321742144643514 0.008258663425392705 4.288332939147949 False 8 3900 29.07 51.37 178.47218 0.929563211660044 0.17415102307409605 0.04948023677591821 4.307424545288086 260.3245 0.941155469997204 0.1357730816653474 0.015450287635671396 4.361722469329834 False 9 4000 29.04 51.72 176.15608 0.9267814613273789 0.17759125462217068 0.07385450491216337 4.258037090301514 258.96658 0.939400735669018 0.1376755971285367 0.045461480692482195 4.2878594398498535 True 9 4100 29.35 51.78 171.15349 0.9219331266705504 0.19403275877027154 0.047650604787791505 4.280538558959961 251.94518 0.9358667232131003 0.15004657334766583 0.013380748655126458 4.325167179107666 True 9 4200 29.53 52.32 232.02989 0.9385749213655641 0.12753940982830264 0.07935487192227293 4.286432266235352 325.56726 0.9497519706340875 0.09400809654452297 0.041888392264363146 4.338213920593262 False 9 4300 29.25 52.29 173.2183 0.9235402321128748 0.17977945400305728 0.10139238931859815 4.243871688842773 261.92758 0.9386602112804749 0.13308281756078955 0.0633593874342883 4.2775397300720215 False 9 4400 29.3 52.01 186.99265 0.9343296556113894 0.15904038885262423 0.11325379211540974 4.230485439300537 263.63568 0.9426274404411942 0.12928384133868034 0.06982168594465882 4.263577461242676 False 10 4500 28.99 51.52 173.18527 0.9234836596734295 0.17922759292557838 0.1408680775849696 4.239352703094482 257.57578 0.9375372763189599 0.13573127086846562 0.10719562098011384 4.255849838256836 True 10 4600 29.66 52.87 177.01138 0.9273027449509726 0.1678548734231374 0.10088425731360334 4.256187438964844 257.10745 0.9410133904404385 0.12318381925914468 0.060622101220169866 4.299467086791992 False 10 4700 29.16 51.92 168.0619 0.917484389228047 0.1973792914991993 0.13592285011660762 4.281301498413086 251.93813 0.9340674325164142 0.14598151794119546 0.09503017605970891 4.282308101654053 True 10 4800 29.65 52.61 178.81157 0.9213031978359995 0.17770614091470915 0.09696687901748026 4.248526096343994 259.64813 0.9346762242306962 0.13703596267047838 0.061113194095940127 4.284029960632324 False 11 4900 29.07 51.85 173.4584 0.9228358217372484 0.1878619186562852 0.08631591037148742 4.374839782714844 259.07684 0.9379438462786839 0.13869176058130595 0.04351294182273386 4.45684814453125 False 11 5000 29.06 51.53 171.30925 0.9221744017215643 0.19661422633537262 0.13832008111986058 4.251830577850342 259.2886 0.9379330336730279 0.14290162647212828 0.11355387965520669 4.282902717590332 False 11 5100 29.18 53.65 174.3645 0.924644000852781 0.17794897458300024 0.08978338489442214 4.242074489593506 266.88104 0.9410270167778139 0.12456035361271892 0.05296671566982478 4.271884918212891 False 11 5200 29.23 51.4 172.21207 0.9267322294419821 0.189023763240491 0.0944661651368445 4.270326614379883 260.39008 0.9411216114157414 0.13822428069276013 0.05950638941943581 4.321041107177734 False 11 5300 29.08 51.57 165.64856 0.9169235773309732 0.19999149136718186 0.11809341419791868 4.238116264343262 260.1024 0.9357825369249012 0.14082117249385182 0.08599423182368442 4.257627964019775 False 12 5400 29.01 51.83 164.46277 0.9145271007667267 0.20891585117179762 0.14507647503597787 4.2730560302734375 254.6806 0.9345685345952492 0.14740375452689178 0.11858053625789831 4.313259124755859 False 12 5500 29.2 51.19 163.66881 0.9138185363234007 0.21505792687685205 0.12610978817379528 4.232648849487305 253.47142 0.9345639892100756 0.14958287069278584 0.09151289486117102 4.267704486846924 False 12 5600 29.05 52.49 168.38892 0.9196787513780077 0.1970829827267408 0.23099910833079124 4.286976337432861 261.72485 0.9374672870853006 0.1403972783846718 0.21620858400017362 4.275361061096191 False 12 5700 29.16 51.5 162.88457 0.9127899458847805 0.21216486840341686 0.12924376354072908 4.2216362953186035 248.11559 0.9336721316291557 0.14782845387811352 0.09282806586178591 4.253791332244873 True 13 5800 29.56 52.29 164.58809 0.9180906226962726 0.2059461319247813 0.15245933052505353 4.366067409515381 258.15387 0.9382328416588419 0.14075466326524128 0.12365426853203479 4.429363250732422 False 13 5900 29.09 51.48 159.73445 0.9088402154061601 0.23013404412340827 0.15042113928213308 4.220134735107422 253.27757 0.9311896530328342 0.1600558644809089 0.11459650804396626 4.243577480316162 False 13 6000 29.07 51.05 165.76105 0.9095803890767757 0.2095060769790427 0.1238359981526454 4.2697954177856445 266.75595 0.9339977294350431 0.13755668732356818 0.0860972502410808 4.274709224700928 False 13 6100 28.97 53.0 169.40341 0.9101737328901578 0.21452171062772651 0.06088186500123928 4.257410526275635 260.91776 0.9335796049854542 0.14517234788829197 0.03158961621107295 4.274065971374512 False 14 6200 29.17 52.37 167.32623 0.9077489093476223 0.22372679750449276 0.08234676817047905 4.2540602684021 259.94836 0.9331702402693786 0.14798054226201504 0.04903059306817367 4.288828372955322 False 14 6300 29.1 53.19 167.36902 0.9190043820144516 0.20925708508800453 0.014924163940996594 4.278489112854004 256.7702 0.9370729042577662 0.14826043825334803 -0.02380959808377188 4.31141996383667 False 14 6400 29.06 51.73 158.11096 0.9092790973082395 0.22542639629005534 0.05761979117506156 4.255005836486816 259.88644 0.9327377163439882 0.15263298385993032 0.018725908743701235 4.280298709869385 False 14 6500 29.31 52.39 155.96182 0.9030649924439518 0.2358478905151068 0.09628008933450909 4.251277923583984 257.0279 0.9306169201794715 0.1559067423329086 0.06676685132806331 4.264501571655273 False 14 6600 29.0 52.1 152.52724 0.9000314459924806 0.23972629830736225 0.08405352221987789 4.291672229766846 253.47345 0.9292046057580502 0.15517285012122306 0.062172129958663905 4.291347980499268 False 15 6700 29.14 51.69 154.52089 0.9022376729993365 0.23975429471052428 0.08910740173056204 4.243165969848633 254.13647 0.9278527401041412 0.16339985478092098 0.04583149233960253 4.269068717956543 False 15 6800 29.05 51.5 159.81071 0.9108849755421868 0.20539428495600393 0.07290137137998241 4.274887561798096 269.3376 0.9388848826796437 0.12384359465813484 0.035846710938031844 4.284336090087891 False 15 6900 29.55 51.72 151.18393 0.903645227679168 0.23815214810497945 0.0979130976440849 4.291345119476318 256.99576 0.9351986432050293 0.14344122761528386 0.05540727445948409 4.340185642242432 False 15 7000 29.01 51.1 157.03366 0.9178243405812417 0.2262580940091524 0.08772967842147303 4.244673728942871 256.39172 0.939302682113177 0.14952031178382574 0.04227613306778471 4.287749767303467 False 16 7100 28.81 52.57 146.35837 0.899583012057772 0.2568849395880916 0.10011321149953535 4.3445353507995605 251.89987 0.9310462393789692 0.16238541516660496 0.056188729084870055 4.41188383102417 False 16 7200 29.15 51.97 163.19972 0.9108079879417098 0.23332951125772688 0.060254985651601305 4.295409202575684 264.26608 0.9350046659219925 0.15073908829329516 0.0228228191876338 4.302865982055664 False 16 7300 29.0 52.2 154.13016 0.9081631460618336 0.2250523631343477 0.0747590810364736 4.288918495178223 258.3238 0.9363993385799904 0.13687142077433181 0.03717225383936576 4.335204124450684 False 16 7400 29.07 51.44 151.5868 0.9009179780386084 0.24320038089989152 0.15302572408070267 4.219988822937012 251.151 0.9293045218838417 0.16024193346630503 0.09895967040828775 4.248632907867432 False 16 7500 29.01 51.13 145.78114 0.8931337712345531 0.26113702829690616 0.15680229338495963 4.228840351104736 250.86446 0.9287477731812633 0.16230191126934218 0.10910535819732561 4.248661041259766 False 17 7600 29.15 52.65 142.89125 0.8885650599499034 0.2706666746063702 0.11966923625377332 4.2470011711120605 251.227 0.9275450786037361 0.16276237490014947 0.06560541438969468 4.2991533279418945 False 17 7700 28.9 52.34 146.53078 0.8963051816227626 0.26552600930551656 0.13179275967303672 4.227978229522705 258.6168 0.9319410016766219 0.15900614345558925 0.07699996420398426 4.2645134925842285 False 17 7800 29.08 52.39 156.27156 0.9035822683139069 0.2287446007604375 0.08685339505783997 4.295991897583008 263.82355 0.937945049709071 0.1268796295115656 0.03923866910867059 4.349013328552246 False 17 7900 29.52 51.5 151.91852 0.893253563632012 0.2620712195427032 0.09375648726517422 4.249185085296631 261.53964 0.9332151689475793 0.14577873582885845 0.05013550377455931 4.270324230194092 False 18 8000 28.74 51.0 261.3333 0.9242868372835555 0.17277752986594908 0.0592108362340487 4.2631001472473145 371.4455 0.9457983063870029 0.10519872347052929 0.013524047418043144 4.289445877075195 False 18 8100 29.11 51.76 166.30309 0.8932366665850077 0.25866924115394474 0.08190441523155903 4.242215633392334 256.63327 0.9294351688265015 0.15455697467688725 0.0405510376591869 4.273838043212891 False 18 8200 29.17 52.62 159.55261 0.8862829687921747 0.27532223986541043 0.11499943539964508 4.23223876953125 257.72562 0.929676657168106 0.15224514113063078 0.0649880569605936 4.261128902435303 False 18 8300 29.02 51.51 164.98253 0.8955816385537085 0.26358022746472887 0.1132084585616074 4.270321846008301 258.66193 0.9331212618135991 0.1491078234250295 0.06601629253954225 4.283301830291748 False 19 8400 28.77 51.2 170.27187 0.9121756873542256 0.23404123386470102 0.07731552902368091 4.2606377601623535 253.31032 0.9376783747551838 0.14279965217950383 0.026416712011899636 4.308802127838135 False 19 8500 28.51 51.36 160.62515 0.8903914250320667 0.27004006058327845 0.10299468737159766 4.238781929016113 252.28468 0.930882474249553 0.15285436189047585 0.052872299136598785 4.266956806182861 False 19 8600 28.99 52.05 166.46039 0.9068909807309705 0.23257498943562874 0.10856066883881614 4.253307342529297 256.9004 0.9371728501045189 0.13761257079320205 0.04631637185718085 4.307552814483643 False 19 8700 29.09 51.61 157.6541 0.8924052299982518 0.27237941523663545 0.11246635861042925 4.286632061004639 251.62868 0.9332775427301435 0.15058213402893592 0.058614053044891014 4.339621543884277 False 19 8800 28.85 51.27 157.32773 0.8921810826914245 0.2607179687179925 0.07392630120939561 4.250126838684082 256.9412 0.9342136481183804 0.13900335646759973 0.01934091287222364 4.281402111053467 False 20 8900 28.63 51.28 149.69487 0.8891322057857914 0.2924863367639486 0.1291351078901745 4.231547832489014 249.6771 0.9308804945904168 0.1652324158011003 0.07779707952273449 4.271183490753174 False 20 9000 29.09 51.46 150.73515 0.8829946238918733 0.28135827373923594 0.1322052400108832 4.231211185455322 257.3045 0.9330437023833215 0.14193572854615727 0.0776957538866385 4.257577896118164 False 20 9100 28.96 51.78 148.01598 0.892799956647839 0.2796076123105913 0.13936549685184743 4.228678226470947 253.66405 0.9302226171856661 0.16307248135044966 0.07239073609887631 4.285387992858887 False 20 9200 28.92 52.45 146.04115 0.8794586844707881 0.2931650850795915 0.13200715099950364 4.214293479919434 255.7536 0.9296046817393232 0.15424311361999266 0.0688717370359307 4.261346817016602 False 21 9300 28.77 51.94 148.28188 0.886432616181708 0.28449154042993124 0.14602046556179002 4.22119140625 255.83649 0.9342933206531957 0.14131769379509948 0.08349200051993032 4.272919654846191 False 21 9400 29.36 52.32 145.07928 0.8764349826343693 0.3069181266405904 0.13292842805899077 4.218665599822998 250.90416 0.9298912249677831 0.15793266955515942 0.0742935948555488 4.27394962310791 False 21 9500 28.66 51.46 145.48883 0.8806138670794195 0.303218198370528 0.1328713525527321 4.330692768096924 254.34052 0.9330145550104656 0.15218370904842518 0.06668696663679818 4.399378299713135 False 21 9600 29.13 51.63 143.51274 0.8763478264073236 0.3112841589781188 0.11767406397451403 4.252213478088379 250.94145 0.9310146683242116 0.15587061076802028 0.04860817105060896 4.314568042755127 False 21 9700 29.13 52.37 157.579 0.903230672963812 0.251243663252926 0.10369164016658027 4.244736194610596 261.43982 0.9387503904179706 0.13659013907587703 0.04622738244401571 4.296271324157715 False 22 9800 29.03 51.24 143.53133 0.8720670789485556 0.31275783605928426 0.11256652977269721 4.244749546051025 252.78535 0.9271417083916552 0.16183106602423034 0.042317048926359804 4.279864311218262 False