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 5.216 19.18 206031.98 inf -0.01220395329154561 -0.31379400890504044 10.935818672180176 795639.5 0.982324357813791 -0.004184878661367742 -0.38398546137416467 11.686766624450684 True 0 100 10.02 17.02 60897.055 0.9744724146515823 0.02050706272788671 -0.3374136366556328 26.694997787475586 55110.64 0.9746167655211382 0.025326950330756673 -0.4077459539097489 26.09156608581543 True 0 200 10.14 16.75 68120.16 0.9724054890532337 0.021872862619739846 -0.403323527510162 23.68558692932129 49448.38 0.9741873824567615 0.014675764201198349 -0.4662909668684666 23.16118049621582 True 0 300 10.31 16.86 62868.42 0.9731875351968706 0.02407542657884442 -0.4058171809786736 19.55130958557129 50825.59 0.9744162978865544 0.018325070066766227 -0.47287178603340696 19.122817993164062 False 0 400 9.925 16.66 67081.945 0.974582893700974 0.010831432927830377 0.3260299441018703 27.02217674255371 51693.145 0.9768465091002797 0.003911718242555273 0.3408688486755957 26.385665893554688 False 0 500 9.622 16.89 33954.965 0.9816325636780351 0.0027369823033133165 -0.09289462278353239 15.536319732666016 89537.67 0.9802060401676548 0.007794485803741779 -0.1687766001341511 15.210204124450684 False 1 600 10.09 16.66 25679.758 0.9710084122648746 0.02792463875162128 -0.37359944529119365 8.88998031616211 51117.574 0.9718213759404083 0.027237541669400078 -0.4397164852462266 9.036651611328125 False 1 700 9.764 16.65 57720.37 0.9876260758547983 -0.008043569804445459 0.3683030002957958 4.573756694793701 156131.08 0.9856678737247623 -0.0014775003439121222 0.39965356468658636 4.618747711181641 False 1 800 9.743 16.87 33830.57 0.984328924626094 -0.005024893991360831 0.3339524744626408 13.361921310424805 92947.8 0.9826004855014275 0.0011304057248522226 0.3489196387046058 12.984908103942871 False 1 900 9.904 16.54 168658.11 0.979220544323282 -0.0011767048971520716 0.36765803473782915 4.37757682800293 61238.918 0.981457341068958 -0.0064914934978831705 0.40418977176157744 4.491379737854004 False 1 1000 9.663 16.64 29035.309 0.9769008566156681 -0.0005196152841925429 0.3323604900746594 9.597957611083984 55342.734 0.9775696970498386 -0.0009168364318305635 0.34754060211813953 9.389541625976562 False 2 1100 9.754 16.67 30846.275 0.9838319859685231 -0.015158478522911254 0.3737900332985547 4.810303688049316 57127.85 0.9848285259270767 -0.017534946207829943 0.40933081838960683 5.097376346588135 False 2 1200 9.868 16.65 32888.59 0.9836384633830368 -0.008382475427586139 0.3076418349110288 8.172962188720703 86079.734 0.98217737001107 -0.0020304827041544575 0.3017165931596537 8.057195663452148 False 2 1300 9.687 16.67 65546.68 0.9814490317496963 -0.007781807111357604 0.37513723747576777 7.2912116050720215 53567.02 0.9836580621120223 -0.013487925185609925 0.40958601251318083 7.060490608215332 False 2 1400 9.856 16.74 45776.996 0.983744628868307 -0.006357035318936444 0.3617369997525753 5.409660816192627 118766.33 0.9822264440920033 -0.0001968071706333326 0.3876246981647007 5.378507614135742 False 2 1500 9.667 16.72 51436.656 0.9826632624815347 -0.005238642118845894 0.07069156287375127 11.325364112854004 115493.51 0.981083749861918 0.0011414208529418144 0.04499011081114351 11.081181526184082 False 3 1600 9.833 16.7 44141.28 0.9828668684143089 -0.006850385266267871 0.2643633073774028 10.128585815429688 92281.6 0.9813477914310516 -0.0005076700278411586 0.2633536926158169 9.920196533203125 False 3 1700 9.725 16.71 43454.46 0.9827087147485553 -0.004897928765158795 0.18680492395597906 5.08896017074585 103942.17 0.9813550360675999 0.0006790098102247173 0.16612321791787127 5.475635051727295 False 3 1800 10.02 16.62 32341.096 0.9763176513927352 -0.004293015489994659 0.3246987046697495 9.525650978088379 54998.348 0.9768593211405618 -0.0014595959420450075 0.3334183323344316 9.338387489318848 False 3 1900 9.009 16.68 47776.312 0.9747775488681804 0.00775151921402461 0.19043855787678443 6.135986328125 51442.504 0.9764690464769082 -0.0006401350926230139 0.15872327196809194 6.205821990966797 False 3 2000 9.955 16.63 31378.412 0.9732686805256687 0.029337590268892155 -0.3378985731784916 5.9293646812438965 52679.02 0.9740905531149988 0.02661807854987706 -0.38574846892343967 6.153011322021484 False 4 2100 9.838 16.78 30767.07 0.9722079018278829 0.03753375033316326 -0.33162012379665823 5.510730743408203 50916.49 0.9731770574036932 0.0335192117233039 -0.3733134947674181 5.920147895812988 True 4 2200 10.36 16.71 41152.43 0.9733216252051055 0.02668298361146027 -0.09734690602761 5.186672210693359 51469.562 0.9744381398859597 0.02129465295216844 -0.12229921381331611 5.418395042419434 False 4 2300 9.881 16.33 27321.223 0.9779458920630111 -0.00273957714716622 0.3885017224696586 9.046606063842773 58616.93 0.9776177789909927 0.0028665074531594244 0.43546178769018845 8.855365753173828 False 4 2400 9.722 16.63 26188.576 0.9718409702182753 0.03855791369281216 -0.3547303436159053 6.730046272277832 51077.984 0.9730159892966007 0.035738264359857524 -0.4442064457844296 6.898223876953125 False 4 2500 9.871 16.64 25978.111 0.9751014983420441 0.01178043121034418 0.32427244622884366 4.973246097564697 52270.812 0.9760779459582631 0.008913355740521994 0.35042431234541055 5.081380844116211 False 5 2600 9.632 17.14 102674.03 0.9687419504501041 0.03045851311125643 -0.3895821978570649 24.950014114379883 41853.348 0.9705500276349505 0.027156145201502144 -0.4631276038360979 27.451223373413086 True 5 2700 10.17 16.55 34225.7 0.9770297128711686 -0.0020152395392008817 0.36522309968168404 5.394641399383545 54606.777 0.9770330279748561 0.0025530679281645214 0.40848971344612395 5.432143211364746 False 5 2800 9.841 16.68 25016.447 0.9754982115699216 0.01160821473091742 0.3812532166906335 5.173036575317383 50286.273 0.9762585658551385 0.010159843419238897 0.42782434824773996 5.219571590423584 False 5 2900 9.644 16.64 28372.51 0.9799673929555809 0.008187633590527084 0.24086028695656195 4.948301315307617 86022.02 0.9789159964468809 0.012196217555291457 0.2344832559621296 5.188968658447266 False 5 3000 9.931 16.43 40038.8 0.9722299974319295 0.020250192642523125 -0.34699100516789044 7.554131507873535 48587.8 0.9752956477971442 0.01107545944623758 -0.4346834230562424 7.664101600646973 False 6 3100 9.703 16.68 31442.428 0.9736636322412254 0.019017879414474474 0.2880867151102145 7.962789535522461 50023.43 0.9750063721746157 0.012162697233605725 0.27454049683728887 7.885398864746094 False 6 3200 9.862 16.67 42181.99 0.9840682105630911 -0.0027783777379262104 0.34073406916201815 5.346435070037842 106306.06 0.9828782178878849 0.0025623813767298447 0.36301244054788445 5.77266263961792 False 6 3300 9.648 16.8 29746.553 0.9790995228124921 0.0005460363277568509 0.3432885679243555 6.4791083335876465 58981.363 0.9785812952360753 0.005364218191534648 0.3603872285759178 6.3814568519592285 False 6 3400 9.884 16.76 28703.463 0.9743038179088385 0.021392403159067836 0.22579746500798265 5.296891212463379 50169.312 0.9752467721280145 0.019649275818192848 0.2038721524182954 5.439227104187012 False 6 3500 9.797 16.54 24085.275 0.9788758279743298 0.0022719729877366305 0.32150100978180096 8.49073600769043 61505.414 0.978045477069333 0.007640055631051466 0.3231846294325979 8.323258399963379 False 7 3600 9.907 16.54 24200.275 0.9687268169603701 0.04641961183012875 -0.25224344885540084 5.339038372039795 46503.21 0.9706544298172758 0.038927328382404036 -0.3457718506334392 5.725094795227051 False 7 3700 9.746 16.71 38726.703 0.9740072750915298 0.01509148803370414 0.27076359094993485 5.526893138885498 48435.516 0.9768159427904606 0.006295245776838965 0.2555294329783746 5.626513481140137 False 7 3800 9.759 16.89 19605.586 0.9698323597113431 0.031230140037893383 -0.38585999957101946 10.404850959777832 50994.04 0.9710108075208059 0.029452573627907458 -0.46683336312128176 11.817749977111816 False 7 3900 9.875 16.6 19804.166 0.9726602445868421 0.023107956311443426 -0.32153085647298196 5.889861583709717 51404.21 0.9733058191837497 0.02400833832374305 -0.4127008057013482 6.437241077423096 False 7 4000 9.368 16.83 19245.79 0.9677890827920852 0.04081146090330004 -0.2872884370480193 6.288908004760742 43097.6 0.9700512530642961 0.0357870391140478 -0.3723530604654757 7.02822732925415 True 8 4100 10.12 16.63 31464.621 0.9700134833048177 0.03088780503241891 -0.05826658681021556 6.645715236663818 43990.094 0.972924417402578 0.019809385929489724 -0.14078191061393858 6.750551223754883 False 8 4200 9.83 16.78 19303.307 0.9658273592194627 0.04819464362432852 -0.3505054328089182 6.815980911254883 41058.418 0.9687483672113717 0.040499328696013345 -0.4400747075039897 7.631520748138428 True 8 4300 10.31 16.64 39233.75 0.9779321031383189 0.01780965043890473 0.1927419537895453 9.466484069824219 99013.67 0.9773211423988613 0.019834579170338682 0.16310589925462363 10.364025115966797 False 8 4400 9.676 16.66 20862.49 0.9743541972852556 0.021406296283009118 -0.36734891304164846 6.804514408111572 66470.96 0.9739874989503847 0.02344979483015172 -0.4543812257961714 7.271600723266602 False 8 4500 9.83 16.63 19271.908 0.972120173733139 0.027564867934343724 0.002082324737026061 5.118378639221191 43757.805 0.9732934919958003 0.026462812089989903 -0.05426179725046465 5.524658203125 False 9 4600 9.838 16.52 34301.418 0.9707144552318672 0.03044960346978489 -0.2850264596424758 9.355278015136719 48398.496 0.9715444866421882 0.02971496196935859 -0.37095180633779146 9.430891036987305 False 9 4700 9.664 16.63 26496.232 0.9694435434656291 0.03397734100917419 -0.016431369989751594 6.247775554656982 41660.74 0.9724743610908909 0.022905464267774713 -0.09030042207962677 6.432114601135254 False 9 4800 9.975 16.64 27253.902 0.9687682502582967 0.03933380071203371 0.21746253741458013 5.28460693359375 40951.535 0.9712017475146189 0.03145821088337438 0.18751048331016043 5.445095539093018 True 9 4900 9.965 17.14 23405.86 0.9648669536203639 0.049012050050753875 -0.3264905328087018 6.624619483947754 40983.402 0.9670735382527627 0.04438003478408418 -0.4035187740901195 7.193325519561768 False 9 5000 9.831 16.83 23616.967 0.9644125078115632 0.052418162713200114 -0.2222411173269856 5.613357067108154 36411.016 0.9677826225645163 0.04306774645510724 -0.303735113076963 6.13859224319458 True 10 5100 10.19 16.34 21327.176 0.9682384710541201 0.038211630180891624 -0.2381810099817437 6.330442905426025 43465.195 0.9704949280605094 0.033219623971661796 -0.32040961391133477 6.731529712677002 False 10 5200 9.903 16.73 20594.041 0.9684329486265909 0.046395920816993355 -0.3143776319466439 7.270444869995117 42522.32 0.9705556176718338 0.040343004660596586 -0.40333586757310924 7.547693729400635 False 10 5300 9.791 16.57 16463.385 0.9692266494257066 0.03364457115570593 -0.299506972915152 5.91667366027832 43166.05 0.9707372802638261 0.03141530431188072 -0.3850964147865302 6.497523784637451 False 10 5400 9.602 16.54 19734.258 0.964415993680906 0.044782858048020194 -0.337503980300137 6.434309482574463 31924.656 0.9689652128825357 0.0337088127925358 -0.4236278824187013 6.948611736297607 True 10 5500 10.21 16.55 16129.951 0.9705766572680254 0.03360798620273133 0.17688380810295487 6.745279788970947 32611.834 0.9715273773273457 0.03250544243066257 0.14571691780193866 6.757728099822998 False 10 5600 9.564 16.69 23323.006 0.9677869440078108 0.04334024246626995 0.09593252797680528 5.071267604827881 32910.082 0.9702483021718127 0.03784944367294964 0.05434995415888608 5.530349254608154 False 11 5700 9.11 16.53 19887.732 0.969067096306392 0.042420670869664535 0.13420762355824936 6.409888744354248 40062.555 0.970519645904785 0.03918470162149921 0.08464110647675474 6.48101282119751 False 11 5800 9.025 16.33 21964.38 0.9644807832651155 0.04928353357773415 0.040779382640753585 5.089670658111572 31126.416 0.9671813997831991 0.04415868913939912 -0.01824377072587126 5.464435577392578 True 11 5900 10.18 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0.9560128985219868 0.05912035612271482 -0.20502870517488225 5.739930152893066 21521.666 0.9611486727390589 0.049897109651029205 -0.24642799173065807 6.184707164764404 False 14 7500 9.231 16.5 21018.0 0.9573471452467651 0.06695902145534871 0.12689605144071578 4.9413042068481445 24801.54 0.9612299746741159 0.05857092269969102 0.09490714874720287 5.266702175140381 False 14 7600 9.808 16.51 16887.959 0.9590041741597977 0.05595897889110565 0.008116089192485708 5.314520359039307 20797.29 0.9630671476080844 0.047899625013943375 -0.0478713290752285 5.600661277770996 False 15 7700 9.565 16.49 36293.89 0.9658712945000254 0.040764331185466206 0.3733133940320686 4.421707630157471 30742.746 0.9702657403434984 0.03170127699582394 0.40000785075785555 4.577085971832275 False 15 7800 9.807 16.58 13873.534 0.9583261417499688 0.06948611126673203 0.3613839459131875 4.80470609664917 27466.525 0.9620677905087597 0.06214830873222873 0.3826588865262738 5.12734842300415 False 15 7900 9.712 16.47 14178.815 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0.9551747383826034 0.07333868136159567 0.3962486284982925 4.391245365142822 20761.574 0.9588928033174052 0.06780906474154443 0.44763028197395127 4.551615238189697 False 16 8500 9.853 16.48 13147.726 0.9520808477347485 0.08164642197182143 0.3993836456871261 4.265417098999023 21036.361 0.9569866546631348 0.07200817587047338 0.4511928803221794 4.360116481781006 False 16 8600 9.784 16.3 19313.516 0.9568767456392322 0.06960824549727418 0.38593422480513734 4.372835636138916 22463.299 0.9605341384486282 0.06344169313679578 0.4260286848416432 4.549083709716797 False 17 8700 9.724 16.6 17389.152 0.958397761722335 0.06584745335811339 0.35448181584056493 4.532625198364258 25995.736 0.9620235855954986 0.05788822175953842 0.38460413150784245 4.703348159790039 False 17 8800 9.831 16.53 14400.562 0.9542608900186607 0.07848689025627582 0.39619365025823977 4.259764671325684 28578.516 0.9580094580059263 0.07162632396510613 0.44808759883790583 4.297184944152832 False 17 8900 9.886 16.68 23863.87 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0.9517249555284515 0.0840845255115055 0.4626019515628114 4.305059909820557 False 33 17000 9.829 16.44 9552.633 0.9406018863566771 0.10587844540917207 0.41866772286871345 4.36353063583374 23147.24 0.9512556812927321 0.08354426523830256 0.463313815838625 4.533792972564697 False 33 17100 9.654 16.46 9335.463 0.9376418492894874 0.10568981857621973 0.4310202783767921 4.104370594024658 22405.684 0.948817837708757 0.08507086464159797 0.4847604681761989 4.082482814788818 False 33 17200 9.91 16.48 10178.806 0.9352068922962685 0.10924883892017258 0.4263344048290138 4.111739158630371 20941.928 0.9460543457007216 0.09082466581954052 0.47557055554964167 4.124797344207764 False 33 17300 9.884 16.59 10986.686 0.9437058724299584 0.09908213980646392 0.42819972321182354 4.469685077667236 22740.227 0.9534056425992999 0.0801879775612637 0.4842078161549534 4.397711277008057 False 34 17400 9.745 16.66 17867.781 0.9404371386567072 0.10305688645516618 0.4245672744852366 4.1796040534973145 22210.137 0.9501782399484653 0.08501601133350403 0.4743028706053009 4.2740797996521 False 34 17500 9.894 16.35 17335.07 0.9362255875887538 0.11143669387504643 0.43000725573726206 4.094435691833496 21368.463 0.9476251745035466 0.09036103461618043 0.4821716474832846 4.096406936645508 False 34 17600 9.841 16.72 15127.973 0.9382538341331728 0.10998644044706064 0.43650115291291713 4.285943508148193 24869.871 0.9494139248947644 0.0882384587319804 0.4812898288577568 4.258725166320801 False 34 17700 9.793 16.48 14604.527 0.9386287816131482 0.10023733673281583 0.43595094569508164 4.0727362632751465 24824.783 0.9486513852677736 0.08308336819924174 0.4864862245353829 4.097590446472168 False 34 17800 9.43 16.47 13776.511 0.944692275415089 0.10158429050606131 0.4257557276586565 4.321976661682129 24326.443 0.9543091259314787 0.08148917917508117 0.4596022138952573 4.501065731048584 False 35 17900 9.609 16.58 15497.919 0.9345397415318357 0.10680088152225521 0.4439386299982301 4.327218532562256 22116.31 0.9474327523092991 0.08520787309207517 0.49716982019743466 4.149485111236572 False 35 18000 9.756 16.41 13586.936 0.9377327631528324 0.11633071327680079 0.43884510337445687 4.084109306335449 25623.43 0.949222530251312 0.09377236074444185 0.48447955359995815 4.128371238708496 False 35 18100 9.717 16.52 10266.518 0.9534372229796403 0.07890369439039448 0.4374319138919849 4.604464054107666 34778.6 0.9608476650658911 0.06349910767497485 0.4868056698354151 4.523105621337891 False 35 18200 9.568 16.47 9927.132 0.933904111185816 0.11676017346790411 0.4462832216669641 4.071115016937256 24060.836 0.9480865448698736 0.09015433381484235 0.49011317411751504 4.088367938995361 False 35 18300 9.616 16.31 11063.555 0.9393225919401651 0.11873409215374443 0.43409978695570856 4.253468036651611 32628.707 0.9503193164678301 0.09120193831265921 0.47572434832561794 4.308253765106201 False 36 18400 9.473 16.54 14590.006 0.9307141193737586 0.11684974399554876 0.4369904869320844 4.09174108505249 24264.684 0.9450021709041133 0.08897914166143328 0.49424234669826556 4.067965507507324 False