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 16.98 39.35 51887.92 0.9435749844365464 0.0018145873672830708 0.056348750843619504 295.5122375488281 35017.18 0.953101400482162 0.0008903046828410825 0.019838037949556995 295.6007080078125 True 0 100 29.48 24.53 4810.3696 0.9343050420713226 0.023159113325596017 0.13413044418888367 7.758505344390869 3513.3892 0.9462486454418428 0.015241617673286512 0.059782652744699114 6.943140983581543 True 1 200 33.82 24.57 3428.325 0.9193672400532682 0.04828100153075633 0.12759396721741298 7.38624906539917 2872.606 0.9359937914912245 0.030599747783428506 0.04958480937848175 6.701584815979004 True 1 300 29.46 25.82 3216.4685 0.9154531441499733 0.06525027820682762 0.12357268499717797 7.363295078277588 2767.291 0.9326294176540738 0.04513848475563059 0.04802889833220695 6.625138282775879 True 2 400 29.29 24.76 3160.7788 0.919859811859777 0.04992095574731686 0.1161606754159209 7.395051002502441 2813.0344 0.9348303029077537 0.036155261544047114 0.038076290586588284 6.669058799743652 False 2 500 29.05 24.48 3008.6326 0.9138539416545225 0.06677312865811379 0.10501472458636744 7.5436015129089355 2713.7917 0.9314516943347028 0.046256321509801544 0.040731023787603 6.750152111053467 True 3 600 29.33 26.44 2962.9348 0.9098430747269844 0.07901488687474248 0.10806581394523201 7.59102201461792 2715.594 0.9294693380396535 0.05281297572253705 0.047169004786236576 6.893552303314209 False 3 700 29.05 25.15 2947.5044 0.9175828119639554 0.05678642786564216 0.12096135053988297 7.422562599182129 2828.8638 0.9347130745941455 0.03899593431537268 0.05500628721088415 6.687140464782715 False 4 800 28.9 88.27 2857.5825 0.9121518192282653 0.06953261875207707 0.11626845988843411 7.4012017250061035 2688.3298 0.9302388137948123 0.0486086036419268 0.05141580893024291 6.666055679321289 True 4 900 29.17 108.5 2882.0188 0.9055453864538773 0.08604046866808325 0.11643006898907603 7.377435684204102 2698.3433 0.9275236272900245 0.05700527138947451 0.06414600603933922 6.588796615600586 False 5 1000 28.79 24.29 2809.699 0.9058382670156361 0.08338837989968219 0.1110604431092324 7.496354103088379 2728.1624 0.9293066406023651 0.05374144054563722 0.06060943840363893 6.769005298614502 False 5 1100 28.82 28.29 2657.2507 0.9070809728632001 0.08466314483941098 0.1263267891571168 7.982645511627197 2685.3892 0.9286436071594266 0.05454198409453049 0.07658638238600099 7.2015604972839355 False 6 1200 28.55 24.58 2517.117 0.9036796568959896 0.08756520111521332 0.12745672478977352 7.4583740234375 2799.7322 0.9277646264756055 0.05507107488388951 0.09995816677452077 6.6073479652404785 False 6 1300 29.07 67.86 2733.8054 0.9131222899766186 0.06899661397239082 0.12794756559980144 7.609954357147217 2736.8967 0.9321328554934348 0.04732657974232852 0.06492643224035963 6.847909450531006 False 7 1400 28.91 23.92 2268.988 0.9012931741439001 0.09978774280137372 0.11060963293786445 7.438655853271484 2654.9048 0.9252049659107237 0.06641362033502124 0.06597341449172775 6.634364604949951 True 7 1500 29.31 24.65 2439.3975 0.9040293749383017 0.09578120255703952 0.12121133677458906 10.359237670898438 2586.3591 0.9266923002116935 0.06220664189735724 0.06700110006344505 9.575233459472656 False 8 1600 28.84 25.02 2426.1045 0.905212332699498 0.09089016067594734 0.12343916485716148 7.597562313079834 2697.1008 0.9277235947811222 0.058612160095384676 0.06110440220286832 6.864275932312012 False 8 1700 29.05 29.7 2789.1453 0.9186821985888254 0.0705922974293676 0.11930760716971231 7.544631481170654 3121.6147 0.9381578481226701 0.04318376679756693 0.06365968169078988 6.798055648803711 False 9 1800 28.57 24.21 2066.4277 0.901430320883577 0.09585610968830006 0.12702515922340674 7.4563374519348145 2711.573 0.9279898181625748 0.057178690072234216 0.09068993688330733 6.618555068969727 False 9 1900 29.08 24.91 2192.3684 0.9075190566394897 0.08237247896883189 0.1274901654011066 7.372503280639648 2844.2197 0.9306719484440148 0.05094874856969001 0.07802939255875072 6.553050518035889 False 10 2000 28.31 28.18 2023.7834 0.8986996964928481 0.10136003670593303 0.12580522839982233 7.3726043701171875 2893.7153 0.927051514722457 0.059596919670945235 0.06826301674565433 6.566864013671875 False 10 2100 28.9 24.14 1903.1277 0.8958475080930892 0.10717594196097305 0.12764357785190122 7.6391401290893555 2710.496 0.9255181351130017 0.0628351274409636 0.07838064288300382 6.8241143226623535 False 11 2200 28.85 24.27 1861.7808 0.8919298519231527 0.12039641392201865 0.11271458077487666 7.405094623565674 2773.8892 0.9238881788286825 0.06898232190618385 0.062419751139035945 6.5973029136657715 False 11 2300 28.93 24.05 1871.9038 0.8913275083676659 0.1212807193937696 0.10911970135208346 7.4863996505737305 2711.9646 0.9238172191124803 0.06978645068985993 0.05305770244505597 6.717743873596191 False 12 2400 28.74 23.86 1877.1377 0.8958017736137496 0.10925662581807982 0.13142203198300204 7.372262001037598 2959.5015 0.929088985304512 0.05659012709665505 0.08595546073149742 6.550981044769287 False 12 2500 29.56 23.86 1728.8947 0.8903548511402648 0.1263055842672969 0.1348221217941618 7.364927291870117 2806.8965 0.9267636078773054 0.06292452455955054 0.10281445258076108 6.523274898529053 False 13 2600 28.81 23.75 2043.247 0.900583846344054 0.10610273130691462 0.13262236731908095 7.3469390869140625 2953.7566 0.9321753991740462 0.05459751329592882 0.08072872675110107 6.54335355758667 False 13 2700 29.0 23.73 1529.5134 0.8787415265586792 0.15033076907948265 0.12206239557109674 7.41263484954834 2630.347 0.9222353395099259 0.07433693763076243 0.07765907940296365 6.59055233001709 True 14 2800 29.48 23.83 1537.6328 0.8780375193544262 0.15926020280356243 0.1216506376287363 7.563644886016846 2657.007 0.922053402563889 0.07819869623405146 0.08053513105182374 6.710371494293213 False 14 2900 29.32 23.79 1654.1874 0.8851501973083672 0.13419970903024026 0.14289367055729255 7.347411155700684 2897.5427 0.9259743924495983 0.06316344655311755 0.09243545999887556 6.542962074279785 False 15 3000 29.12 23.72 1589.299 0.8800760241625805 0.14921813942029097 0.14721851173247363 7.4793548583984375 2847.3123 0.923581611755422 0.07106479625000894 0.09898545545512387 6.67047119140625 False 15 3100 28.88 23.72 1546.4481 0.8719013149542301 0.1659354533490242 0.14245517344805889 7.329399585723877 2560.14 0.9205414988086731 0.07739515297833895 0.08055859265137462 6.552627086639404 True 16 3200 29.17 23.73 1463.1692 0.8714310992581138 0.16917071862780383 0.15268464377539945 7.311438083648682 2779.5369 0.9218827849580787 0.07431355346523297 0.10435445035446743 6.494510650634766 False 16 3300 29.02 23.72 1724.6451 0.8833441898136561 0.1389205010998697 0.1533094602932462 7.763757705688477 2690.412 0.9252769781794483 0.06555979061831092 0.0987077935894298 6.956089496612549 False 17 3400 28.73 23.73 1584.5858 0.8801337557139101 0.1567917083528347 0.15668900815312126 7.854773044586182 2620.0833 0.9242653591269434 0.06989688532286338 0.08868023898272576 7.054810047149658 False 17 3500 28.96 23.72 1526.0707 0.8719608643284761 0.16795735496561537 0.14464123462755535 7.400461673736572 2738.6816 0.9213378735516228 0.07540844289957009 0.0825243959305901 6.615714073181152 False 18 3600 28.85 23.71 1483.628 0.8680573717525144 0.17406804358835454 0.15617662451007458 7.309962272644043 2697.054 0.9218594071770949 0.07242768377696715 0.0995805753668635 6.519497871398926 False 18 3700 29.07 23.71 1476.1501 0.8708303653595219 0.17514071193368075 0.14673601069392253 7.4569878578186035 2712.6333 0.921569331532821 0.07569273516539536 0.0974291556980942 6.633198261260986 False 19 3800 28.87 23.69 1384.362 0.8629188705459624 0.19144737662475445 0.14776215081332394 7.377694606781006 2576.9597 0.9187629684424273 0.08393064167351239 0.08644812574317508 6.587653160095215 False 19 3900 29.09 23.72 2297.929 0.8991960317448484 0.12375571835289444 0.14210644091709304 7.902103900909424 3108.9612 0.9346603392648121 0.05469746111387736 0.0886455556668613 7.072937488555908 False 20 4000 29.09 23.73 1412.1779 0.8612294280128421 0.19374281764754475 0.13585092561760284 7.361691474914551 2711.9043 0.9192121541608317 0.08085089232269368 0.07673363749218189 6.578403472900391 False 20 4100 29.31 23.74 1340.6292 0.8596497879743087 0.20144932173591054 0.15764740313631886 7.382735729217529 2675.671 0.9212798961697651 0.07676265021142148 0.10064384336909338 6.5719895362854 False 21 4200 28.84 23.72 1346.0518 0.8613435097455062 0.20021029397640003 0.1576913011128178 7.4516448974609375 2589.8777 0.9203762385267393 0.0805795249313245 0.09500108002087904 6.675369739532471 False 21 4300 29.08 23.73 1468.6489 0.8598399009731534 0.19784405742871486 0.15158846152434835 7.612951278686523 2796.168 0.9214451234512386 0.07605253576124811 0.08726106756836094 6.823617458343506 False 22 4400 28.89 23.87 1314.7338 0.8520183066048012 0.21425899372220691 0.16802705289883718 7.310567378997803 2686.0647 0.9195109642464331 0.08045012167786388 0.0930720850590448 6.551142692565918 False 22 4500 29.01 23.87 1358.375 0.8576797863567317 0.1995435065158585 0.16543796898610785 7.29396390914917 2808.2122 0.9216488536197038 0.0730136301128748 0.09770198493601545 6.511996269226074 False 23 4600 28.99 23.73 1341.0459 0.8559628878488931 0.21245932143906127 0.17693427828814617 7.3898162841796875 2660.9377 0.919234837797573 0.08220675449831906 0.1127494877161394 6.601606369018555 False 23 4700 29.13 23.73 1509.4988 0.8778796623858206 0.16853660223414565 0.15964066232459168 7.4575724601745605 2733.1301 0.9271853678441319 0.06335347762884941 0.09401517110299817 6.704359531402588 False 24 4800 28.73 23.72 1357.1178 0.8593563790303496 0.2010804698812479 0.15526660142603652 7.356996536254883 2656.67 0.9195800325369236 0.07904380466698323 0.1058234816180729 6.564863681793213 False 24 4900 29.04 23.71 1276.7617 0.856926459824354 0.21069756802025308 0.1726673111525022 7.320304870605469 2541.8608 0.9206981622320644 0.07766517474549846 0.10787255361099927 6.560630798339844 True 25 5000 29.28 23.74 1327.3881 0.8578734141528205 0.21831334681943937 0.18805435213965035 7.252912998199463 2530.702 0.9197646171269956 0.0829581075913768 0.10892151501122113 6.49080228805542 True 25 5100 29.38 23.69 1492.102 0.8640527228744093 0.1904188562236705 0.1784779012193818 7.293573379516602 2725.2654 0.923859925487517 0.06971989308677681 0.1184746954107117 6.524664402008057 False 26 5200 28.87 23.71 1361.504 0.8516900035345214 0.21754891365525347 0.18383796058184768 7.233496189117432 2788.102 0.9217295425997759 0.07427678463346492 0.12312981473854277 6.468470096588135 False 26 5300 29.07 24.49 1302.4415 0.8576456677522357 0.2140261858359785 0.17140559768625324 7.4344353675842285 2681.0684 0.9211389840527175 0.07843205373637634 0.1112732206985662 6.667455673217773 False 27 5400 28.87 24.0 1245.6528 0.8509930793583828 0.2285393141263483 0.18132990573985855 7.308065891265869 2648.6692 0.9194822209050435 0.0813999143226506 0.11949473760531362 6.52920389175415 False 27 5500 29.07 23.7 1262.5226 0.8473299385229232 0.22759138087261055 0.1979032116660409 7.354259014129639 2804.0098 0.9187055011450158 0.08152590262232359 0.13160271362320805 6.584795951843262 False 28 5600 28.94 23.72 1225.3943 0.8482020855912165 0.24937830782544165 0.19687203304554468 7.218405246734619 2601.3599 0.9187041516427281 0.08821809329403843 0.12325160161832611 6.491778373718262 False 28 5700 29.08 23.73 1304.5073 0.8514140234522153 0.2220635502065598 0.18295565963053553 7.544331073760986 2710.3083 0.9216415496525777 0.07493210617101742 0.11746538650446153 6.798304557800293 False 29 5800 28.84 23.72 1138.6868 0.8429941520568126 0.24568012021542196 0.1858686280640433 7.259373188018799 2622.0361 0.9195641542282273 0.0826911814124869 0.11597128729051968 6.516711235046387 False 29 5900 29.03 23.72 1142.4884 0.8422341123550241 0.2563817059458222 0.20584206851572037 7.193265438079834 2666.5876 0.9196914187673221 0.08382749409106771 0.13733244576731393 6.44191837310791 False 30 6000 28.76 23.71 1202.9744 0.8443270111941962 0.24120086981628716 0.20190825076206992 7.252684116363525 2513.269 0.9182272761854757 0.08452757524434538 0.13176397380096502 6.498625755310059 True 30 6100 29.5 23.71 1208.0232 0.8326836713825027 0.26428917833111504 0.21731228406642064 7.1750168800354 2607.2517 0.9186552010909568 0.08362709857065274 0.1498103150105026 6.431468963623047 False 31 6200 28.83 23.72 1165.6183 0.8322277354749879 0.26560258742567583 0.23423676026224238 7.169484615325928 2677.1924 0.9182876230537901 0.08367017284962612 0.1729920433202912 6.399479866027832 False 31 6300 29.16 24.49 1316.5531 0.8377507770422096 0.2439675138841182 0.21831294679801547 8.04619312286377 3377.7297 0.9248883772181073 0.06560769912108552 0.14817768028622924 7.283225059509277 False 32 6400 29.01 24.49 1124.4695 0.8390916979659465 0.2720233374093353 0.22868305970648092 7.13594388961792 2572.912 0.9181292863518458 0.09051010896065488 0.15508716381723858 6.409400463104248 False 32 6500 29.12 24.46 1081.2894 0.8297082630609012 0.2730423027633758 0.23082179611743625 7.108554363250732 2591.0483 0.9183952694151325 0.0834570294643231 0.1600481916312711 6.398393630981445 False 33 6600 28.85 24.49 1156.9783 0.8266121175019687 0.2773172788693816 0.24512004761559225 7.116959571838379 2759.2166 0.9178719428216799 0.0851465980053513 0.17270043926587503 6.391397953033447 False 33 6700 28.97 24.49 1159.9534 0.833574396142406 0.27422799080390525 0.24338623320231217 7.0867838859558105 2609.4854 0.9180607046887597 0.08655849420153565 0.156969928118448 6.420120716094971 False 34 6800 28.75 24.06 1171.4574 0.8319802392650585 0.25779812887647297 0.25954039403052237 7.11382532119751 2992.1833 0.9217260997023019 0.073382044377207 0.18948768856487758 6.390424728393555 False 34 6900 29.42 23.97 1050.3212 0.824050163114499 0.2826136364237157 0.2595782192987077 7.109550952911377 2695.6448 0.9181830092949862 0.08411656859909163 0.16920710899780342 6.447053909301758 False 35 7000 28.95 23.7 1029.8553 0.8229355880888147 0.2891199139618044 0.257069729880424 7.059331893920898 2765.7676 0.9185538655111423 0.08351240149131331 0.16702221984792354 6.421904563903809 False 35 7100 28.97 23.83 1085.1606 0.8182609216789998 0.2972409670083803 0.2690002394339936 7.090317249298096 2591.7083 0.9170687125623609 0.08680979047564796 0.17998918670730257 6.444664001464844 False 36 7200 28.75 23.69 1054.2479 0.8172447443066637 0.2947068583606909 0.30702022631414166 6.968533039093018 2633.7153 0.9178008463303584 0.0824828311037638 0.22200598275412858 6.286177158355713 False 36 7300 29.02 23.72 1132.3176 0.8205041903809865 0.2915189801218691 0.29289236893447473 6.913910388946533 2721.6572 0.9177874785979988 0.08316343947322016 0.20709228541619548 6.2910075187683105 False 37 7400 28.84 23.71 1136.8942 0.8214830595348841 0.2899105391243189 0.2897546172923064 6.896425724029541 2819.1565 0.9200515335828313 0.07957975329213011 0.2018757581515176 6.303606986999512 False 37 7500 29.04 23.71 1178.4753 0.8262451151941671 0.28236970785362775 0.27367266317487426 6.961648941040039 2684.193 0.9187905202622425 0.08270428665276841 0.16727292107014047 6.3973164558410645 False 38 7600 28.86 24.04 1085.8169 0.8194572406255363 0.2919211572703522 0.2808223291929265 7.050371170043945 2658.5527 0.9188178354695603 0.08247488222524352 0.1897493347627073 6.3872809410095215 False 38 7700 29.25 23.81 1101.2255 0.8088938404050718 0.3083893662478131 0.3030110265506081 6.891414642333984 2779.046 0.91970281117329 0.08047145000717834 0.18411798754815611 6.345203876495361 False 39 7800 28.76 23.91 1149.8672 0.8189819467083567 0.28402370047854003 0.30811841406988455 6.944029808044434 2826.2793 0.9213461409167779 0.07236710744816083 0.2070245808208912 6.327487945556641 False 39 7900 28.93 23.75 1058.7761 0.8149039390402123 0.3153800154608659 0.3036348446836154 7.071069240570068 2676.4714 0.9187163714657004 0.08502954444525598 0.19666245802523455 6.564338684082031 False 40 8000 28.93 23.7 1004.8869 0.8149109215804282 0.3142290086492695 0.31847713248040876 6.807952880859375 2568.2107 0.9168129230657197 0.08941995142050795 0.21218118520551366 6.294628143310547 False